{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "泛函是函数的函数，即它的输入是函数，输出是实数。比如两个点，输入是连接的曲线，输出是长度。我们求最短的时候就用变分法。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "code_folding": [
     0
    ]
   },
   "outputs": [],
   "source": [
    "# preparation\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "类比来看：<p>\n",
    "求导数的时候，我们可以先对x产生一个小的改变$\\epsilon$，然后对$\\epsilon$展开。<p>\n",
    "    $$\n",
    "y(x+\\epsilon)=y(x)+\\frac{\\mathrm{d} y}{\\mathrm{d} x} \\epsilon+O\\left(\\epsilon^{2}\\right)\n",
    " \\tag{D.1}$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对于多变量函数:\n",
    "$$\n",
    "y\\left(x_{1}+\\epsilon_{1}, \\ldots, x_{D}+\\epsilon_{D}\\right)=y\\left(x_{1}, \\ldots, x_{D}\\right)+\\sum_{i=1}^{D} \\frac{\\partial y}{\\partial x_{i}} \\epsilon_{i}+O\\left(\\epsilon^{2}\\right) \\tag{D.2}\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对于泛函F(x):\n",
    "$$\n",
    "F[y(x)+\\epsilon \\eta(x)]=F[y(x)]+\\epsilon \\int \\frac{\\delta F}{\\delta y(x)} \\eta(x) \\mathrm{d} x+O\\left(\\epsilon^{2}\\right) \\tag{D.3}\n",
    "$$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f9f8282dcd0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 变分泛函变化\n",
    "fig, ax = plt.subplots(figsize=(10, 10))\n",
    "d = plt.imread('./graph/变分泛函变化.png')\n",
    "plt.axis('off')\n",
    "ax.imshow(d)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "因为泛函的值在y(x)发生微小变化的时候几乎不变，所以第二项为零。因为对于任意$\\eta(x)$都成立,所以泛函的导数对于所有x都等于零。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们定义泛函为$G(y,y^{\\prime},x)$的积分<p>\n",
    "   $$\n",
    "F[y]=\\int G\\left(y(x), y^{\\prime}(x), x\\right) \\mathrm{d} x \\tag{D.5}\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "所以我们可以幂展开。\n",
    "$$\n",
    "F[y(x)+\\epsilon \\eta(x)]=F[y(x)]+\\epsilon \\int\\left\\{\\frac{\\partial G}{\\partial y} \\eta(x)+\\frac{\\partial G}{\\partial y^{\\prime}} \\eta^{\\prime}(x)\\right\\} \\mathrm{d} x+O\\left(\\epsilon^{2}\\right) \\tag{D.6}\n",
    "$$<p>\n",
    "用$\\eta(x)$在积分边界为0的事实（用两点曲线好解释），对第二项分部积分的到：<p>\n",
    "$$\n",
    "F[y(x)+\\epsilon \\eta(x)]=F[y(x)]+\\epsilon \\int\\left\\{\\frac{\\partial G}{\\partial y}-\\frac{\\mathrm{d}}{\\mathrm{d} x}\\left(\\frac{\\partial G}{\\partial y^{\\prime}}\\right)\\right\\} \\eta(x) \\mathrm{d} x+O\\left(\\epsilon^{2}\\right) \\tag{D.7}\n",
    "$$\n",
    "跟D.3对比，我们令泛函的倒数为零，得到下面；欧拉-拉格朗日方程。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "code_folding": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fcb48a43d10>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAAG7CAYAAADHUk9nAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOydd3gV1daH3zktOemNVHJCKKEGQugiRRAUEC8Wmh2vCCoIoogXKygWbKhXRbmA4gcIgki/NJEiPQGCQCAkgZDe6+ln5vsj5lwCCQSINPf7PAgmc/asmTMze81av7W2pCgKAoFAIBAIBLcyquttgEAgEAgEAsFfjXB4BAKBQCAQ3PIIh0cgEAgEAsEtj3B4BAKBQCAQ3PIIh0cgEAgEAsEtj3B4BAKBQCAQ3PJoLvF7UbMuEAgEAoHgZkGq7RciwiMQCAQCgeCWRzg8AoFAIBAIbnmEwyMQCAQCgeCW51IaHoHghkFRFBRFQZZlJElCpVIhSbWmawUCgUAgcCIcHsFNgaIoZGdnM2/ePHbt2kWrVq0YM2YMTZo0EU6PQCAQCC6JdInFQ0WVluCGIC0tjYkTJ7J27VoCAwMpLi6mV69eLFmyBHd39+ttnkAgEAhuDESVluDmJScnh7feeot169YxcOBAPv/8c/r168fmzZs5ceLE9TZPIBAIBDcBwuER3NDY7XYWLFjA8uXLiY2N5cMPP+S+++5jwIABuLu7ExcXd71NFAgEAsFNgHB4BDcsiqKwf/9+Fi1ahCRJfPXVVzRp0gSApk2b4ubmRnZ29nW2UiAQCAQ3A8LhEdywFBcXs3DhQo4dO8bUqVNp3bq1U6Ds5+eHVqvFYrFcZysFAoFAcDMgHB7BDYksy+zfv59ly5bRo0cPRo4ciUbzv6JCg8FAVFQUer3+OlopEPx1yLLMJYpKBALBZSDK0gU3HIqiYDQamT17NrIs88QTTxAcHFyt/NzHx4c333yT4ODg62ip4EaluLiYbdu20atXL3x8fK63OZdNWVkZixcvxtfXlwcffFC0XhAI6gER4RHckOzfv58NGzbQo0cP+vbti1arrfZ7SZLo1q0bkZGR18lCwY3M4cOH+de//sWWLVuutylXRFJSEp9//jnTp0+/3qYIBLcMwuER3JB8/fXX6PV6BgwYQFBQ0PU2R3AeVR2vrVYrDofjhku9BAUFcfr0afbv33+9Tbki8vPzqaiowGw2X29TBIJbBuHwCG44cnJy+O9//0ujRo24++67UanEZXojsnHjRgwGA9OnT6eiouJ6m1MNDw8PHA4HZWVl13zfsixjNpuxWq1X7Ajm5eVhMpkICwurZ+sEgr8vYiYR3HBs374dh8NBdHQ0DRs2vN7mCGrBYDDQpEkTtm3bRnp6+vU2pxpWqxXgmkeeZFkmPj6eWbNmMXfuXDIzM6/IhqysLCoqKmjWrNlfYKVA8PdEiJYFNxxxcXGoVCo6dux4vU0R1IIkSURERNC7d2/WrVuHyWS63iZV4+zZs6jVajw8PK7pfktLSxk3bhxHjx5Fo9GQmZnJ1KlTL6ua0G63k52djdFodPadEggEV881cXgqKirYt28fe/bsITc3lxYtWjB06FD8/Pyuxe4FNxkpKSmoVCqioqKutynVyMnJYenSpSQkJKBWq+nWrRuPPfbY37aCRqVS4erqilarRa1WX/V4siyTmZlJeno6zZo1w8/P74rPbVxcHDqd7pqL2nU6HX379uWpp55i0aJFzJ07l9GjRxMeHl7nYykqKiIjIwNZlmnbtu1fbLFA8PehXhyeKgHjuaFbo9HI77//zvr169myZQvZ2dmYzWbsdjshISG0a9eOrl271sfuBbcYVboLLy+vqxpHURQKCgr47rvvKCsr49FHH73i1dXLysr48ssv+fzzz9HpdHh4eODh4YGiKNfM4am6zyRJcv65nthsNtLT0wkMDMTT0/Oqx5o9ezaffPIJ5eXlREdHs2TJEgICAi77OBVFYdOmTbi5udGuXbursuty0ev1vPrqq2g0Gs6ePcvu3bvZunUrjz32WJ3HyM/PJysrC5VKRZs2bS74vaIoOBwOANRqdbXzU/UMPve6vN7XiUBwo1AvDk95eTmffPIJe/bsITw8nNOnTxMXF0dxcTFarRZ3d3c8PDxo27YtJ0+epEGDBtc81Cy4eagqQbfb7Vc1TklJCS+//DJLly7Fzc2NPXv28MMPPxAYGHhZ4yiKQkJCAt9//z0jRoxgxowZ+Pj4XFOno6Kigv3797N9+3YiIiIYNGgQ/v7+12T/iqJgt9sxmUx4eHg4ReRms5kzZ87Qr1+/q9JaGY1GPvjgAz744ANatmyJj48P27dvp7CwkICAgMseLy8vj4SEBAICAmjfvv0V23UlSJKEm5sbiqLQpk0b/Pz82LFjx2U5PHl5eWRmZhIeHo6Hh8cF33FWVhZjxozB19eXCRMm0K5dO9RqNXa7nby8PFJSUiguLqZp06Y0atQIV1fX+j5MgeCmpN4iPFarlcTERA4ePIirqysGg4EuXboQFRVFly5d6N69OzqdjvHjxxMdHU14eHh97FpwCxIUFISiKGRlZV3xGA6Hgw0bNrBhwwb69OnD6NGj0el0V5RGNZvNrFu3DoAHH3zwqlItV0JxcTFz587l3Xffxd3dHYfDQXJyMlOmTMHd3R1ZlsnIyMBoNNK4cWM0Gg1Go5G8vDz8/PyuOlIGsHXrVrZu3cqYMWNo1KgRULm8xzfffIOnp+cFfZJkWebYsWN4eHgQERFR6/kym818//33fPbZZwwcOJC33nqLOXPmkJ2djaen52WdZ0VRsFgsbNmyBZPJRN++ff+yTtwOh4NTp05htVpp1arVBSk9SZIwGAx4eXnxxx9/XHSc8vJy9Hq98xzm5eWRnZ1Nt27dqnUXryIlJYX09HQ2b97MmTNnmDlzJi1atGDt2rX8+9//Zv/+/djtdvz8/Pjoo494/PHHRaWjQEA9ODyKovDHH38QFBTEzJkzkWUZd3d3QkJCiIyMxNfX1/nQstlsvPvuu3h4eODt7X3VxguuD4qiYDKZSEpKIicnh8LCQgoKCigvL8fPz4+77777qhzamJgYFi9ezK5du3jggQeuyLnIy8tj1apVAEyePJnu3btf0UNfURRKSkr46aef6NKlS7X1vK4Wq9XqjJrUpoGx2WysWbOGTz75hJiYGJ599lnWr1/Pzp07eeSRR4iKisJkMjF37lxOnTrFO++8A8Dnn3/OyZMn6dOnD6NGjcLX1/eyjtnhcDgnW5PJxFtvvUVWVhY9evRwOjwajYaIiIgaxzCbzcycOZOQkBDee++9Gs+Zoijs3LmTWbNm0b59ez788EMsFgsJCQkMHDiwxihwWVlZjVEPqNS+/Pjjj/zwww8APProo3U+5svB4XCwcuVKvvrqKzw9Pfnuu+9qfJ75+fnh6upKZmZmjeMYjUbWrFnDli1bCAsLY8KECbi7u5OTk0NZWRmtWrW6wJEE6Nq1K9988w2fffYZy5Yt41//+hdt2rRh4cKFWK1WBgwYQGxsLIsWLeLrr79myJAhl/X9CwS3Klft8MiyzE8//cSuXbv46quv6NChQ63barVaUWZ5C2C321mwYAGzZ8+mrKwMo9GI0WjEarUSEBBAcHDwVTk8gwcP5q233mL79u2cOnXqsq8ZWZZJTExk48aNPPjgg7Rp0+aq3nD37dtHTk4OnTp1qnM6rKCggJKSEho1alTrvn/77TcWL17MjBkzCA0NrXGbpKQkvvzySzw9PZkxYwYdO3bE39+f7du3OydZu91OUlIShw8f5vjx48yfP59Vq1bh5ubGmTNn6NGjB506daqT3YqisHnzZubPn8+YMWPo1asX69evJy4ujtDQ0DqXWJeVlZGWlobdbq/1Mzk5Ofzwww9YrVZmzJhB48aNyc/PZ9y4cbRu3foChyclJYXJkyczaNAgnnzyyRrHrCrnfvHFF/8ywe+OHTt4++23sVqtvPTSS7VGkdzc3NBoNJSUlFyg9ZJlmd9++42XXnqJ/Px81Go1t99+O507d3Y6SE2aNKkxwqPRaOjYsSOvvvoqhYWFbNy4kR07duDu7s6kSZN48sknCQsLw8XFhQULFlBeXi4cHoGAekppeXl5kZKSwtGjR4mNjRUiuVucKjFl//798fX1xc/Pj4YNG5Kamsq2bdto3rz5VY0fHh7O8OHD+eGHH/jll1+YNGnSZVUBWSwWVq9eDUD//v2vOpq4du1aAgICiI2NrdWOCRMmYDAYmDRpklM7tGnTJvbs2VOjM2O1Wtm9eze///67s0Hd+eJTs9nM8uXLOXbsGB999BGxsbFYrVbCwsJ44YUXcHd3r7a9xWJxaumGDRtG48aN+fjjj8nPz6/zsSqKwqFDh1i3bh09e/YkOjqamTNnYrVa0el0uLm51WmctLQ0CgsLufPOO5EkqZrTU/X/hw8fZt26dbzwwgtOrY2vry/33HMPWq32gudIaWkpO3bsIC8vjyeeeIKsrCySk5Pp1KkTrq6u+Pj48PLLLzN+/Hg8PT2vqHJMURS+/PJLli5dit1uZ+jQoTzyyCNOLVFGRgZfffUVZ86cYcWKFdx+++217kej0aBSqbDZbNjtdnQ6nfN3FouFadOmYbPZmDVrFn5+frRv3x6LxeJ0eCIiImodW5IkvLy8nHohu91OQEAAgwYNIjw8HJVKxfjx4xk+fDghISGXfR4EglsSRVEu9ueSyLKsbNy4UVGpVMqLL76oVFRU1OVjghsIWZaV8vJyJTc3V6moqFAcDoficDgUq9WqyLJc4/ayLCsOh8P57/N/drX2JCcnK6GhoUqnTp2U/fv313lMWZaVnJwcJSIiQunfv7+SnJx8VbbYbDalWbNmSufOnZWMjIxat3vwwQeVoKAg5cSJE8rKlSsVg8GgSJKkbNu2rcbts7KylJEjRyo9e/ZUDh8+rMTFxSmFhYXVjuPUqVNKcHCwcu+99ypJSUlKUlKS0q1bNyUqKkrZunWrc9uSkhLl8ccfVzw8PBRXV1elY8eOSkFBgfLtt98qkiQpK1asqPPxyrKsbN68WVGr1cro0aOV8ePHK3q9XgGUdu3aKXFxcbV+1mKxKA6HQ1EURfnxxx+VkJAQZenSpUp6erpy7Ngx5dixY4rJZFIURVHKy8uVqVOnKlFRUcrevXsVk8mkJCQkKE8++aTSsmVL5T//+Y9isViqjV9aWqqEhYUp0dHRypo1a5QWLVookiQpH3/88VVfc1UYjUalV69eStOmTRWDwaC4ubkpAwYMUBITExWTyaTMmjVL8fDwUKZPn66YTKaL7jcrK0vp3Lmz4urqqpjN5mq/+/nnnxWVSqUMGzZMKSoqct4/KSkpSufOnRWtVqts37691vsvPT1defrppxW1Wq0EBAQoDRs2VFQqlRIbG6ts3rxZsVgszjEFgr8Ztfo09aJka9asGSEhIRw9epScnJz6GFJwDUlOTubjjz9m9OjRfPDBB/z4448sWbKE+fPnk52dfcH2VdVJKpWqWon0uT+7GiRJomHDhkyaNInjx4+zYsUKysvL6/z5uLg4MjMzadeu3VWL49PS0khPT6dhw4YXXZl9wIABmM1mfvnlFzZv3szZs2ed+p/zURSF/Px8Tpw4gd1uZ9KkSfTq1YsFCxZU227r1q3k5+fjcDhYtWoVjz32GHv27EGtVlfTdqhUKvz8/CgvL0ej0fDaa685dS5VN/rl0KpVKzp06MCCBQv46quvCAkJQaVS4ebmVmtqpLCwkO+//561a9eydetWtm3bRklJCcuXL+e+++6jS5cuPPPMM6SkpACVGp/ExEQ8PDzYv38/X375JUOHDmXevHlkZmZSUlKCLMvV9lFaWorD4SAzM5OXX36Z8vJy3NzcOHDgQL11VNbr9axZs4aEhAQ2b97M6NGj2bt3L6NGjWLt2rV88803dOjQgeHDh+Pq6nrRa91iseBwONBqtdXSmoqisGjRInx8fLjrrrucFX+yLLN7927i4+PR6/VoNJoax8/Ly+Pdd99l3rx5NGrUiM8++4zly5fTo0cP/vjjD55//nmWL18u1uESCM7jqlNaVWWY0dHRnDx5kry8PLGC9U3GkSNH+P777zl79iyrV6+uNtF4enoyYsSIa56m1Gq13Hfffaxfv56FCxdyzz330LVr1zrZsXr1ameKoCbR5+Vw8uRJ1Go1jRs3vqgOqG3btthsNhYvXkxpaSlarbaafiUtLY39+/dTUVFBSUkJCQkJnDx5koqKCvz8/Lj//vvp3r17tTEDAgIICQlh8+bNrF27Fo1GQ6tWrXjyySer9ZdRqVROvcudd95J9+7dr/j7kiSJgIAAZsyYwfLly1EUhZ49e/L444/j4uJSa7+d+Ph4pk6diqIo6HQ6ioqKMJvN7Nixg1atWjFu3Dhuv/12pwOq0+mIioriv//9L88//zyyLBMcHMyYMWOIjY1l0KBBuLi4VNvH0aNHsVgsFBcXEx4eztixY/nuu++cy0jUF1XnslmzZrz++usEBgby3nvvMXHiRCwWCy+++KJTuH0x8vPzMZlMhISEVNPilJSUsG/fPnx8fLjtttucPy8qKuLTTz/Fbrc79T/nU1RUxIwZM/j222+JiIhg2rRp3Hfffbi4uDB79mw+//xzli5dyuTJk0lJSWHcuHGiQEQg+JN60fC4uroSFRXFr7/+Sn5+fp2asWVnZzv78wjNz/WlKrpgNBpxOBw4HA6WL1/O4sWL8fHxuS42SZJEeHg4Dz30EFOmTOGbb74hNjb2gkmwJnbt2oWfnx8tW7a8ajsyMjKQJOmSYuWIiAgcDgd//PEHfn5+tGrVihMnTjidpF27dvHGG29QXFyM2WymoqICWZYZNmyY04E5f1X4O++8kw8//JDp06dz6tQpXn31Ve655x6ioqIuEPTKsoyHhwdDhw7Fx8fniiI7VWi1Wu644w46dOiAJEnOaJVer6918oyOjnbaWVZWxrZt2wgMDOT111+nSZMmhIaGVhP3uru789xzz9GxY0fefvtt/vjjD2bMmMF9992Ht7d3jc7lvn37MJvNeHt7M378eAIDA3E4HH9pTy9/f3+ee+45tmzZwq+//krHjh3p0KFDNT1ObWRkZFBWVkZMTEy1nyclJVFWVkZUVBSNGzcGKqM+n332GfHx8QDOCM+5OBwOvvjiC+bOnYuvry9Tp07lvvvuc57X5s2bM23aNDp06MCHH37IzJkzycvLY/r06fXSmkAguNmpN4encePGWK1Wtm7dyqJFi5g5c2Y1sWbVw1eWZZKSkhg3bhwZGRn8+OOP1d5WLRYLEydO5OTJk+h0OvR6PX5+fjgcDiZPnkyrVq3qw+S/FYqikJKSwmuvvUZMTAxPP/20M4wOleWzVdGFqu9p69atyLJM69atr5vdWq2Wu+++m+XLl7NkyRImTpx4weRxPmazmeTkZFq1anXRdFZxcTFvvPEGQ4YMoU+fPrVuV7VG1KUiRX5+fnTs2JEDBw4wePBgtFotJ0+edJ7jAQMG0Lp1a0wmE/n5+axfv54FCxYwYsQI+vXrV2MTQ0mSiI+PJyUlheeff55x48Y52zwof5aOq9VqjEYjO3bswMvLi5CQEGcTutocnnN/XtvLhlqtdqavDh8+7Izk1hR1gMreSf/85z+x2WwkJiaSkJBA165due2222p0SFQqFWFhYej1ekpKSujTpw8PPfRQrU3yTCYTe/fuxWKx8OCDD/LQQw+xevVqLBbLX1qBpCgK6enpJCYmolKpOH78OBs2bKB58+YX7fGjKAonTpygsLDwgjXh0tPTcTgcGAwGdDqds9L166+/xtvbG4PBQFFR0QXf386dO1m4cCF2u51XXnmFhx9+uNoLgCRJNGjQgEcffZTevXszadIkFixYQHBwMJMnT66X5T8EgpuZenF4tFotBoMBrVbLkiVLyMvL48EHH3RWbCl/VhGcPXuWlStXsnTpUjIyMvDx8eHYsWPVHJ6kpCS+/fZbdDqd800VKt+gLRZLfZh7UWRZxm63Oyss6htFUaioqCAvL88ZOdDr9Zcd5bLZbEiSdEFr+ZpwOBz89ttvrFq1il9++YWwsDBGjBhR4+QlSRJlZWVkZmYSGhparY9SFZmZmbi6uuLl5YUsy84UmEqlqvfzFhISwj333MOuXbuYM2cOX3755UW3z8jIcL71X6zJ4Jo1a5g7dy42m+2iDo9Go0FRFIxG40X3q1KpWLJkCXFxcdx2221MmzYNu93unIy9vLycywSYTCZ27tzprHCr7XwdPnyYf//739x5550888wzzu9ClmXi4uL4+uuvee2117Barezdu5ewsLBq1U01OTyKopCRkYHZbKZRo0a1OjDnkpGRgVqtvmTDRZ1Oh06nQ1EUysrKCA0Nvaij6HA42L17NxkZGcybN6/a5G21WrHb7c57Iy4ujqSkJEJDQ/nggw9wdXWlsLAQo9FIWFjYXxYlLi8v55133qGoqIhx48axb98+/vOf/9CjRw+6detW637z8/OJi4vDarUyePDgar+r0tZIkkR+fj47duzgX//6F3a7nenTp5OQkMDKlSux2WzOaLksy2zatInTp0/zzDPPMHHixFqvG51OR+PGjVm8eDFPP/00a9asYfDgwdf15UUguBGoF4en6u3Pw8MDFxcXXFxcGDFihDOMbbPZKCgooLCwEKh8+Hfq1IkRI0YwZMiQamNptVoURaF9+/a89dZbaDQaHA4HLVu2dLavLy8v5+zZszRr1qxOD+y6oCiKU2eRk5PjDF3XZXxZljl16hQlJSW0adOm1je/KhHr559/zldffYVWq+W555677Lcvu93Ozz//jJ+fH3feeeclt1epVHTu3Jnnn3+eFStWMHv2bP7xj3/UqsfIysoiKyuLtm3bXmCX1Wpl+PDhGAwGevXqhdlsxmKxIEkSOp2OiIgIunTpQlBQUL1MQpIk0atXL/z9/dmyZQs2m+2ik2hxcTHAJbv0JiUlAVxy6QKDwYDD4eDEiRPO0uzzOX78OIWFhXTr1o17770Xq9XqFBtXRTnP78FSVFSEm5vbRVN0q1atQpIkWrdujcPhoLCwEL1eT1paGh988AFpaWlIkkR2drbznjl3iYeajt9utzNnzhzWrVvHypUra+3/cy65ubmoVCr8/f0vuS1UXiNGo5GAgICL3j/l5eVkZ2fj4uJCTk4O27dvByodoaSkJIqKinj55ZexWCxs3ryZzMxMPvzwQ6d4vKCgAKPRWCc9zZVgsVhYsmQJW7du5fbbb2fatGmsW7eO8ePHs3jxYmJiYmos01cUhVOnTpGQkECnTp2IjIys9l00btwYFxcXfv/9d5555hl27tyJw+HghRde4KmnnuKzzz6juLiY5ORk5zMoOzubo0eP4nA4mDBhwiXvLUmS0Ov1TJ06lQULFtQpBScQ3OrU22rpOp3OqeUZO3YsBw4c4PTp05SWlgIQGhpK+/btiYyMJDY2lh49etCiRYsLHogNGzbExcUFlUpF48aNadq06QX7Wr9+Pd9++y0ff/zxRZuLWa1WVq1ahYuLywVvWedjNpuZMGECe/bsoaKigubNm7N69WqCg4Mv+XAxGo1MmDABtVrNZ599RpMmTWrcrkob8/XXX9OtWzcyMzP56KOPGDt27GVpZZKTk3n33Xe5/fbb6+zwREdHM3XqVLKysliyZAkpKSm0bdu2xmPLyckhOzubnj17XvD9VKVKNm/ezLp165wiVZVKhSzLqFQqXnjhBZ577rl601Y0btwYX19fkpOTycrKwmAw1Lptlb2XErJWTeKX0uZ06tSJgIAA9u7dy4EDB6qJTKHyfPz73//myJEjbN68GZ1OR35+Pvn5+Xh7e1+gy4H/9cy51CrjgYGBWK1WZ+QoJCQELy8vTp8+TWJiIu+++67zfpk2bRq9evWqlsarKQKgUqlQqVQcO3as1ioeRVE4e/Ysf/zxB926daOwsLCaMLquXKqKycXFxekMjB8/3hnNsdvtWCwWhg8fDlQKvnfu3EmTJk249957gUqnsby8HKvVetlro9UFWZY5ePAg33zzDT4+Przzzjt4e3vTs2dPevfuzdKlSxkzZkyNnbctFgt79+4lNTWVf/7znxe8ALVr147nnnuOxYsXs2fPHlq1asXw4cN5+OGH0ev1xMbGEhISwty5c2nTpg1hYWH88ssv7Nmzh+jo6BqjrjUhSRItW7bknXfeEeksgYB6dHi0Wi2urq7YbDYef/xxHnroIWelhizLaDQaPDw88PX1xcfH56LNuvR6vbPtfk38/vvv7Nq1i4SEBJo0acL69etJTk7m2WefrSaCXrduHa+88grR0dGXdHjUajVdu3bl4YcfZs2aNSxatIj4+HgGDhx4yWOPi4tj27ZtPPzwwxdNo+Tm5vLee+/RuHFjpk2bxjfffENJSUm1B6LFYmHr1q3cdtttzoduZGQkBoPBOYEdPHjQGYWqCZvNxpkzZ9DpdDRs2ND5OQ8PD1q2bIlGo2HXrl21Oov5+fkUFBTQsmXLC74nvV7P7NmzKS4udi7uWZVWczgcJCQkEBQUVK8PWFdXV/z8/EhKSiI7O/uiDk+DBg2AykqYsrKyWqNYBQUFSJJ0yQqWgIAAxo8fz2uvvcasWbMIDg52Ck2h0jk8efJktVW9s7KyKCwspHnz5hc9D4qisH37dlxdXWnTps0Fk9jw4cOdpcqJiYns2LEDi8WCt7c3EyZMoH///mi1WkJCQnjxxRerlTFXpTvPbxNQtQhoVbqkJqxWK2vWrGHlypU0atSIrKwsZ0qrLjRo0IDGjRsza9YswsPD6dKlS40TtKurK0888QQtWrTg6NGjTgfM3d2d1q1bO6vyvLy86NOnD1FRUc4FU61Wq3P7+tbwKIpCdnY2M2bMID09nffff5/27dsjSRIhISEMHDiQ7du3s2zZshrTRPn5+axYsYLw8HB69ux5QXTF1dWVSZMmcc899zi7kxsMBme0r1OnTgwZMoT58+fzxBNP4OnpSWpqKm3atGHq1KmX5XhKklRvUXCB4Gan3u4EjUaDi4sLFRUVQKX24mo6fF6syiQ8PBy1Wk1OTg7Lli1jypQplJaW0rRpU6DE/6QAACAASURBVO6//36gcsKbPXs26enpvPHGG06Rp6Iozgn6fPHnxIkT0Wq1ZGVl8csvv7Bv3746OTyHDh1Cr9fTrVu3WiM1iqIwZ84cCgoKeP7552ndujWvvPIK48aNq/ZAXL16NZMmTWLEiBEAzJ07l/bt27NixQo8PT1RFIXTp09TXl5OdHQ0gLOyqmpyXbduHRMnTqRhw4bMnTuXqKgooPLh16xZMzw9Pdm3bx9jx46t0c4qZ6GqY+u5SJLk1KLU9NmuXbsC1HsIvSqNdanITXBwMEFBQRQUFJCYmEjHjh0vmGyLi4tJTEx0RqQuxahRo9i7dy+rVq3C4XDw4YcfEhERgUql4tSpU2RkZPD000+zYsUKdu3aRUxMDFlZWQwZMqTG8asmoZMnT/L2229TUFDA9OnTq01MkiQRGhrK+PHjeeqpp5wvAGVlZbi5uREUFORMp0iSVGOar8rhOdeGoqIi0tLSCAkJqTU1WFFRwfr16wkICMDf35/8/HxUKlWdy5sjIyN57bXX+Oqrry7aP6nqGP/xj38wYMAA5/2uUqmcvWuqdG4TJ05Eo9E4bbbZbJhMJlQq1WVFRxVFQZZlZ8+ompBlmfnz57Np0ybGjRvH/fff7/xu1Go1/fr149tvv2XhwoW88soruLi4OK8xWZbZsWMHu3fv5plnniEqKqpGZ8/T07PWZXh8fX15/fXXCQ0NZeHChaSnpzNw4EAmTJhAVFSUiNYIBFdIvalL1Wo1Go0Gs9l81U3A6iLCVRSF+Ph4pk+fTm5uLiaTiaNHjzq3OXDgAKdOnaJbt2488sgjFBQUMGHCBDp16sSKFSuw2+1O8efIkSOZM2cOLi4uqNVq/P390ev1nD17tk72njhxAr1ej8FgQJZlzGaz08YqrFYrCxYsIDQ0lAceeACojLicH44vLy+noKCAefPmMXv2bIxGI9u2bcNisTidwKysLGw2mzN9sWHDBmJiYnj77bc5dOgQzz33HJIkceedd17w9hsSEoJeryc5ObnW4zGZTKjV6steaVqSJKeGqz5FpLIsO0XDl6qWUqlUPPDAA6Snp7N27doLHCRFUdi0aZOzQealrlVJkvD39+eDDz5gwIABrF+/nh49evDRRx+xZ88eVqxYQX5+Pj179mT+/Pns2rWLAwcOkJubS//+/WucVF1dXbnrrrswGAx07dqVp556qsZJrOp8+vj4EBgYiMFgoHXr1kRGRuLu7n7Rc6xSqdDr9U5nuOraycjI4PDhw3To0KHa0hTnnh+j0cjBgwdp164dgYGBl53S0mg09O7dmyVLltC3b99Lbl91rbm5ueHm5oarq2s1MX5V00OdTuf8WZUD6OXlVSfhfhX5+flMmTKFjRs3XtDYsApJkujRowevv/46Tz311AWtM8LDwxk4cCAZGRncfffdpKWlOX9XWFjI+++/79zmSsrBq3ohTZkyhcOHD5OUlMRXX31FixYthLMjEFwF9RrrrK9J7lKTkCzLOBwOVqxYgVarpVGjRmRmZmKz2ZzbHD9+nPz8fEaPHo0kSbi6uhIbG8vmzZudkY2YmBg++OADNmzYQHl5OWPGjAEqQ+oajYa8vLwabSssLCQrK8u5MGRVn5Ls7GxWrlxJcnIynTt3pmfPns7PpaamUlhYSMOGDZ39RLZu3YrVamX27NnOctxOnTqh0WgoKiqid+/eAPz666+UlZXh7++P2WymtLQUb29vp2MRGRlJREQEn376KevWrcNoNPLKK68wduzYC8LZVaXFta2vZLPZKC8vd56DG6FHUm5uLtnZ2c5qwEsxatQoli1bxtKlS4mJiWHAgAG4uLg4hek//PAD+fn5da6OkySJJk2aMGvWLGbPns26deuYNm0aJpMJd3d3HnnkEQwGA4mJibi7u5OQkIDBYCA6OrrG8TUaDf/4xz/o0aMH7u7uuLm51dmOulIlWgWca3VVLaqamprKmDFjanVgqqInfn5+yLJMQUEBKpXqsibvmsrs6xObzebsyXM5VYFms5lNmzZRWlpK586da0zTqVQqevbsWe3+PRdJknjyySc5fvy400GDynT0p59+SmJiIk888USdG2XWto9z/xYIBFdPvTk89XmDOhwOoHbHx2AwOKNJQ4YMISgoiP/85z/Oz9ntdtLS0igrK3OuEu3h4cGoUaPw9PTkhRde4KWXXqJLly78+uuvPPLIIzz88MPO8atSATVpiOx2O1988QWbNm2ibdu2qFQq4uPjKSws5L333iMzMxOj0cj7779f7YFZ1etm9+7djBw5EqiMVvTv399pN+B02ry9vRk8eDAJCQnVfm40GqmoqKjWR6dFixaMGjWKQ4cOERcXxwMPPHDRsvNzx6vp+Kpa9t8ob5M7duygoKCAVq1a1SgCPpeqtN2UKVN44403ePPNNzl58iSxsbEYjUZWrFjBb7/9hqenp7Oaqq5ERETw5ptvMuiewSxb+ysHE89gV+vRRfVkzpYU8jzbUqCSSMkt547ewyi26VAUqOmW0Gg0f4nYtopzKycLCwtxOBwYjUY2bNhASEhIjc3zjGYbBWVmTmSVY/OK5Pfkchz/TSBbG4klyMDqI6UcLK5sjKdVq3B30eLl7oK/lyvBPm6E+rvjqdddk0m6qh2CXq+/LIfH1dWVyMhIsrOzKS8vr7Mu6XzCw8P5+uuvkSQJHx8fLBYLP//8M99++y0xMTE888wzdU4BllRY+PXwWU5kFOHhqiWmcQNimwbi5lI9mnk6p4TNB89SVG7Gx8OFIB83fNxd0GnVtGjoh7f7tTn3AsHNSr1HeCwWCxUVFdVEnJeDyWTCaDQ6RdA1cffdd/Pee+9hMpkYMmQIq1atAnCGqM/tc3OuwFSlUjFkyBBkWWbs2LEsW7aMjh07MmrUKMrLy3E4HGg0GqxWq/PfNR2jWq0mJSWFPXv2OPep1WrR6XSMHDmS3r17c8cdd1T7XIMGDZydVF9//XVsNhtvvPEGvXv3rlbaevz4cex2OwaDgUGDBnHkyBHgf86f3W53rrxcVdFSUlLC8ePHqaioQJIkgoKCai23Li8vx2631/q2LssyVqv1gvV/rhd5eXn88ssvFBYW8sQTT9TJJq1Wy8iRIzEajXz00Ue88847zoqnvLw8evToQefOnfn444+Jj4+vU2dwq83BsbOF/JaQzs6jhZyuaEKBdwhGi4OE33OxO7KxhPVEUWSQHewt92D0lztoHeHHXbGN6NOuISF+F09D1Td+fn5ERkaSkZGB1WolOzub9evXc9ddd9GsWTOyi4wkpOZxLK2Q42cLOZ1bRqnRSmm5iYrGg1h2TGZVyl6Kg25HQWL2r2lIqso0r1qS0GrUuOrUuLlo8dBr8XLTEezjRngDT8L8PWgY4EGYvwcNvPV4u+lwd9XiolOjqiH6U5ly+/PvP/9frVIhSTW/RFVFkEpLSzl48CD9+/ev07mtapERHBx81WLec9PFhw4d4pNPPqFBgwZ89NFHF60ePRdFUVi2M4kZS/aTWViBi1ZFiJ8Hd7RtyON9W9KxWRAatYoKs405/z3K7PUJmCx2XHUaPPRa9FoNarWKZwZFM+6edpfeoUDwN6ZeIzySJJGYmMgbb7zBd999d0UP9+PHj+NwOPD29nZO2oqiUFpayvfff0/z5s3p378/Tz31FIqiVOtjUuUUVLXud3Nzc4b1zxUnDxgwgNDQUI4fP05mZiYbN25k/vz5LFq0iE6dOpGXl4fJZKqxR4larWbSpEk89dRTmEwmJEli2LBh5Obm8sUXXxATE+N86zz3+KtST2fOnCEtLY3JkyczdOhQ9Hp9Ndt2796NLMv069ePsLCwC46t6t+SJGE2m5k8eTJbtmyhuLjY+Ua5adMmVq5cSevWras1l6vSPRUWFjrFxedz7sqy1xuHw8GGDRvYtGkTMTEx3HfffXX6XFX11bPPPkv37t1ZunQp8fHxuLm50bdvXx544AG0Wi3//ve/OXjwILt27aJDhw5OB7tq0pVlhYJSE4t+O8HSHUkkZ5dgtjqw2h00CfamX/sIosJ8aRLijY+HCyokLHYHWYUVxCfnsnbfaZbtPMXqfak08NLTO7oh/WMN3NYylAY+eqRKY6m6SqRz/uO8ciQ4/y4697qqtZsyEBQUTOs2bUg9k0ZZhZEvv/sJs380p906MmjGZjILjZhtDmx2BzaHjCwreLvpCPP3ICrEkxMJe/EJ9KMs4yxennqmvvIKkqpS6G802ykoNZNZWEFydgnJWcVUmO1IEqhVKjRqCbVKQq1SoVZJqFTSn46O8yBr4Zwu0Eg08HalRbif89yF+nmgVv9P25Odnc2sWbOc3arPPy+y8j9nSlZk4uIPEX/oMC+91A9fP3/ndpd6VimKgvznODXRrFkU77wzgxYtWtCwYVidHHNFUTBZ7MSdyiW32MjCyXfhkBW+WXeE7zcdY/nOJLa+/wCtDP7sTsxi8bYTDOoYyUO9m7P9aDrbjmQQ0cALnVZNv5hLp3oFgr879V6vaLfb69TMrDaOHj2KJEl4eHhgs9lITU1FlmU2bNjAzJkzmTlzJsAFjs65k7TFYsFsNjs1LpIkkZaWxptvvkn37t1JTk4mKSmJiIgIZxTAZDJRWFhIeXk5Bw8epKSkhG7dul1gnyRJTt1FFSEhIWRkZDhLnWvTL8iyTHx8PJ6enkRHRzudnV9//ZUtW7YwevRo9u/fj06n49FHH61xjKrIV1FREStWrOC7777DxcUFPz8/5syZQ2pqqrPK6/777+eTTz4hKCgIh8PBoUOHWLRoEVarldGjR9f6HdwIDo8sy+zfv5+PP/4Yq9XKtGnTLltDotfr6dKlC507d6728yrGjBnDZ599xvDhw5k3bx59+95JhcVGUZmFw6l5/LQziTX7UrE7FPw8XWgXGcDdHSK4p1MkTcMqU4q1TZOP9m3JR//swY6jGSzdnsS2PzL4ZU8yC39LxGaXaeCtJ7yBJ95uLjTw0eOl1+GiVeGp1+HppsPLTYun3gVPvRZPfWV0RK2W0Os0qKtNpv+bhGVZwWS1Y7RUpqZSs4tJd29PYnoR7ScuJ7fUE12L+zleqkVvNuGp13JbixBimwUS0ziAdpENCPRxQyVJnEw6yQsTt7B5ywocdjt3DhvGC/fFVjtG5Zx/WG0OUnJKOHamkJScEk7nlHI6p5T0/HKMVjuyfHGH4X9DSZUDKqAokFloJCW7lGU7T6EA7SMD6NveQNuGbpQremQXH9p0vJ3sIuP/qi5lBYvNQVpuKYdS8jmYksupzBIyCkrJyC1G22MqGwpD0f1ymHs6RxLq74GHqxadVoWqqtpKUbDaZMrNNirMVpKzSth7Iof0/DKKyszY5coDcdWp8XF3IdBbT7BfCI5cByVyIT7uLni5ueDppj3v+/rzOBWFM7llvDx3B+n55XjodazYlczscX04m1fGwZQ8osJ8CfZzR1GgpNxCu8gAXh3RGUMDT+ZtPIqrTsOUoR1pEe6HTqO6ohdMgeDvRL07PFqtlkGDBl3xzZeYmIgkSZw8eZJRo0Zx5MgRLBYLKpWKJ554goEDB1YrAc3JyeHs2bPVUlBqtRq1Wo3VanX2Gzl69CgbN26krKyMjRs30qJFC2eK6cMPP8RkMqHVatm2bRtbt24lNDSUfv361Wrnucc3fPhwdu/ezdtvv82ZM2d45JFHLqoNsNlsHD16lIYNG2I2m3nzzTdp1qwZOTk52Gw2evfuTUxMTLWKt6q/fX19ueOOOzh48CCvvfYaXbt25a677qJVq1Z069aN22+/nRMnTrBp0yY6deqEWq1m79692Gw2PvnkExISEhg9enQ1QaXdbr8gIiXL8nVzemRZZu/evUyZMoXk5GSef/55unfvfkUpttqcT4csM3bcRE7nlGBTNOTavfi/rYkcSMph25EMUrJLCPZ1p3NUML2iwxjUKZJWEf5o1XWzQQJUGjV92hno3TaczIJydh/PJu5UDkmZxRSVWzBa7OSXmUgvKMNml3HICla7A5tdxmqXsdkdWO0ydofM5X4TGrWEu6sWD1cfAgyB+Hm40r21Gy3C/Wht8KdluC/Nwnxxc6lZmN48Korp06cTEhJCbm4u48aNu2C7c6NQri4aWhn8aWWo3o1ZURQqzDaMFjtmqx2bQz7n81Uj/C+NJSuAAjIKVpuD3GITJzOKiEvK5VRWMekF5Xy+8hBGqx2V3Ap19wjWZIew6711aFQSFpuDcrONjIIKiissuGjVqB1mTGWFKHYrQQ0CCGkYTlaJmWmL9/LBTwfo0y6cDs0CiQj0xMNVh4JCuclGWl4Z8adyOZCUQ0ZhBS4aNR56LS7a/1WFORwyNoeMyWLHZLUjK6BWSUQGedGnbTj9Yg20b9KAyCBvVKpzIlBAYnohy34/xT/7t2bikPY0C/Vh8bYTfPxzPF2aBzPzydvx9XBFJUkMua0J/+jWBLVKYufRTLb9kUF0hD9vL97H2491o2X4lWmRBIK/E/XaaVmv19OqVStn35crITQ01NnA7vTp07Rt25a2bdvSsWNHBg4c6Oy5oSgKBQUFvP3226xatQqr1eqsOvHx8SE0NJSKigrmzp3LwIED2bhxIwB79uxBpVIxZcoU7rjjDmJjY/Hz8+Pw4cMkJCSwbNkyzp49y6uvvlqnLssA999/P+Xl5Rw5csT5llkTKpWKXr168cMPP/Dpp5+yZMkSbDYbHh4ejB49mujoaF5++WVnp+aaFnlUqVSMHDmSyMhIcnJyiImJqdYXR1EU3nzzTYYOHUpkZCSFhYU888wzyLJMamoqI0eOZNKkSc4Imd1uZ/ny5aSlpdGgQQN0Oh1nz56luLj4kj1v/gpKS0tZuXIls2bN4sSJEzz66KOMGTOmzgLQmlAUhcIyM6eyKiMPGQXl5BYbKSgzY4ocSFZhBa/8eJT8EiOGQC+iG/nzUO/mxDYNpH3jBgR4X/5aZ+eikiQaBngytIcnD97eFJtdJq/ERKnJitlqp8xkw2KzY3comK12LDYHZqsDs9WO2ebAbLNjtTlwyGCzO3DISqWLcN5lplJJ6DRqdFo1bi4afNxd8PVwwd9LT6ifOw0DPHDV1e2WlySJTp060bJlS+x2+xWff0mS8NDr8NBfeV+mO9sbsNkdZBRUkJheyKnMYpKzSsgvNVFSYcVosVWm5hwKrjoNPh4utI0MoGGAJ2H+7mzbsIr1K1dyW+cOjH5yIM1atCazsIKE1Hx2J2ax72QOq/el/qkbkpCVygiPRi0R4utO6wh/7u/elKYhPvh5uqJ30TgjQXaHjNnmoMxopdRoobjCSl6JiWNpBSzclsiSHSfp2iKYwZ0jGd6zOQHelSl2WVaIP5WLAthlmbaR/myIT+Oj5XFEhfky/ZGutDb4V9vPkdMFuGjVvPl/e/DU6/D30vPLnmR6RYeRU1RBmclGbomRu2IjaBhQc8NNgeDvTL05PBERETz77LN4eXlVqyC6XEaOHOksvzYYDERGRhIcHIyXl1e1N3xZlpk3bx4bNmxAq9Uiy7JzEndzc+Pee+9lw4YNfPzxx/z000/k5OQwePBgDAYDgYGBPPjgg84Ki8cee4wJEyYwc+ZMysrKePzxx3niiScuus7Rubi6uvLUU09RXl6OVquttX+NSqWibdu2zJkzh99++420tDS8vLy499576dixIxqNhmHDhjm3rxIoV+2jCk9Pz1qjT1Wdaas0Om5ubsTExBAfH8+0adMYNmxYNUfOarWyYcMGfvrpJ1xdXdHpdJhMJioqKpwRpmsRKq9ycr/44gvWr19PcXExEydOZNy4cVecIrVY7exLyuGX3ckcOJlDfqmZogoLpRWVi9AG+rhhaOBJu8YBPBDiQ/OGvoQ38CTY141Abzd02vqvUpMkCZ1WTViAB2GX3hzAmaZRlMrIlKJUxUQuHFutktBcROx7udTX8iBXi1ajplGQF42CvJBjFYxmGxVmO2abHds5UTC1SkKjVuGm0+DlrkOv09CvmQtPDuxAVFQUzZo1Q5IkOgB3xUaQWVhB5p8OcEZBBRWWykV5vfQ6An30hPi5E+jjRoCXHk+99qLntDIN5qDCbCO3xMTBU7n8uP0k/407w5HTBfh4uPLwHS0qt5UV9hzPBmDbkQxOZhRx/GwRYX7uPDso+s90Xjmhfh6oVBIZBRV8/HM8x88WciytEBetmm1/ZGC1y8xcFofeRYPF5sBic+DuomVEr+bX4FsRCG4upEukLeocSVcUxbmC99X0bzm/I3JtaYzU1FQ6d+7MPffcA8B3333HnDlz+Oc//+lsPR8fH89nn31GUlISnTt3ZsKECRgMBtRqdbVVpQEWL15MQkIC3bt3p0ePHnh6ev5lVUqyLGOz2bDZbM4GcTWdr6KiIueaO5mZmXWOOJ1PaWkpFosFLy+vas3bqmzJyckhNTWVrKwsjh8/TmpqKo0bN+bpp5++4mq7ulLV12jmzJksWrSIvLw8goODmTlzJoMGDapzj5pzx7M7ZA4m5/H+Twf4/VgmFRY7kUFe9GoTSseoIKIjAgjydUOrUaNVq9BqVGjVKnQadb05CoIbhypNWm3pzSpRs92ZxpVQ/Sm+PjcNdbnYHTLlJhsn0ovIKqqgZ5sw/DwrX1xKKixEjpqP3SGjVkuUVFgJb+CBhITRYkNWoGGAB1vffwBfD1cKSk28t/QA36xPwOqQuSO6IbnFJg6n5jGyV3MMDTxx0appElIppg/yvXBRU4Hgb0KtN229VmnVx3ICVQ7Tpdi4cSMajYaBAweydu1agGo9WnQ6HV26dGHhwoXVxq5tMhsxYoRzOYeqbf8qVCqVsyPxxTCbzc6ux+np6c5Voi+Xi4l9VSoVwcHB1cY+N6rzV0/+hw4d4qGHHiI1NZXQ0FDGjRvHSy+9dEWrrcuKQm6RkVkrDzJ73RH8vVwZenszRvVrRUzjBkiq6iJj4dj8PbhUE0Tpz+oxnap+I3oatQofDxc6N7+wd9R/405TYbHROsKfUqMVWQGLzUFOcWXvLxetmqgwHzR/asb8PF0ZfXcbNsafoX2TQN5+rBsvz93B0bQCxg5sS/dWV76Mj0Dwd+GmXVUuKyvL2QW2rKwMAH//6oLJy+n2eiNOfjabzdkT6P3332fZsmV/yX4uEKNew3Oxfft2CgoKGDx4MC+//DLt27e/ov4oiqKQkJrPq9//TtypPIb1bMaYu6OJadwAdR2FxgLBX8H595PFZueHXxNxyArZhRUYLfbK/keVq6cQ4OXKsNubMen+WDxctc4xCkpNmGwOosJ8WLLtBD/tTEKrrr/0pUBwq3PTOjyRkZGUlJSwcOFCSkpK0Gg0V7VY6Y2I3W53dmHu37//dbbmr2Ho0KH4+vrSuXNnWrRoccXjZBSU8/7S/RxLK2TGY90Y1jMKz6sQygoEfxXbjqSz81gmLRr68cZDnVm1J4UlO05id1QW5Qd6u3HfbU1pFORVzZExWx04HDIlRivr9qcSGexNZkH5n7qua6O1EwhuZm5ah+euu+4iMjKSPXv2IEmVKypfakHFm42qNcPc3d0ZMGDA9TbnLyE0NJTHHnvsqsdJSM1nT2I24wa349E+Lf8SwbFAcLUUlZn5cnUCZquDF4bE0C4ygLkbjlK1jqkCpOaUEncqB0WBn3edQlEURvVrTYC3Hr2Lhv/bmoiPm47H+7bk018OYrI4LrpPgUBQyU3r8AQGBjJ79mzGjBlDSkoKffr0uezVvW90/Pz8MBgMeHp64ufnd0s5c/VNhdmG0WonyMftqoSmAsFfyemcUlJySunaIpgRvZrz4/aT/HYkHRetik9G9yS32Mj8zcc5kJTL1+uOkFtsQq0Cs83BF2N7M+3hruw4msHDvVtQXGHBy01HdnEFDrmyjF4gENTOTevwSJJEz5492bVrF2fOnKFJkyY3TAltfeHr68ucOXMAkaO/FG0iAujSPJiX5u4gtmkgrSP8L/0hgeAa09Lgx4zHbqNL8yDcXDR0bxnCbS1DkAC9TsOcDUdJzy/ndE4pwT5ufDOuDwdO5ZCcVYLJaueB7k15oHtTAJKzSmjfuAFJGcXYHbJT4CwQCGqm3srSBYLrTWp2CXsSsxncJfKqGt0JBNeKuKQcnv5iC60j/CkoNbHlcDqB3npyio0EerthCPQkt9hIj9ahfD62d7XrWpYVDqfm4aJV07yhH2oR2RQI4FqUpQsE15vIYG8ig6+8I7NAcK2x2is7Ne88mkmZ0coDtzVhWM8oTmWWUFRmxuaQ8dBr6RsTjvufFVtVqFQS7ZsEXifLBYKbDxHhEQgEgutEcbmFDfFnSM4qxtDAk17RDQlv4IksK84V7NXqyiVDBAJBnag1wiMcHoFAILhOVHYGV3DIlRoctaruvcMEAkGNCIdHIBAIBALBLU+tDo+Q9QsEAoFAILjlEQ6PQCAQCASCWx7h8AgEAoFAILjlEQ6PQCAQCASCWx7Rh0cgEAgEgpsY+c/F2CRJVPldDBHhEQgEAoHgJmb//v2sXr0ak8l0vU25oREOj0AgEAgENzE7d+5k/PjxzJ49G7vdfr3NuWERDo9AIBD8TUhLS+P//u//yMzMvN6mCOqRhx56iJ49e/LJJ5+wbNmy623ODYtoPCgQCAQ3MIqicPbsWRYuXMjevXsJDg5m7NixREdHo1bXfcmJ9PR0Bg8eTHp6Oi+88AJTp079C60WXGtyc3Pp27cvbm5uzJs3j1atWv1d9Tyi8aBAILgxUBQFq9VKYWEhRqORS7x0/a1RFIWcnBxeeeUV3nvvPeLj41m+fDkDBgxg6dKl2Gy2Oo1jsVh44403OHnyJAaDgZCQkL/YcsG1pkGDBnzxxRckJyczf/58jEbj9TbphkM4PAKB4JpSVFTEnDlzmDRpEqtXr3ZWmAguRJZltm/fzubNm3n22WdZvXo1X3zxBV5eXnz00UccOnSoTg7jzp072bp1K/369WPLli088sgj18B6wbVEN7GgkgAAIABJREFUkiQ6derEQw89xJo1a9izZ4+4t85DODwCgeCa8vPPPzN58mSOHz+Oi4vL9TbnhqbK4WnWrBmPPvoo7dq1Y+jQobz55pukp6ezbNkyysrKLjqG0WhkzZo1FBUV8eKLL+Lt7Y1Wq71GRyC4lri5ufHwww+j0WhYsmQJJSUlVzWe3W4nOzsbs9lcTxZeX4TDIxDUAUVRROqlniguLsZq/X/2rjssiqt7v7vLwi6wsPSOgEgRBAtEsWEv2I098dNEjVHsvYA9flFjNAYTY7AkMdFgw0JiBSWo2AsYijTpvcP2Ob8/8u38JHSxJfo+zz7o7p2ZM3fu3HvuOe85R47MzEx8++23WLduHSIjI5sVXSKVShEWFoY//vijyW6dfyJ4PB7GjBmD+fPnw9HREQDA5XLRt29f9O7dG5cuXWqUgPz06VPcu3cPHTp0gIeHx6sQ+x1eEzgcDtzc3DB8+HCcOnUKjx49eu55i4hw7tw5fPDBBzhz5swLlvT14J3C8w7v0Ajkcjn27t2LcePGIT4+vkXKDxGBYRjI5fK31tw8c+ZMfPvtt/Dx8UFsbCx27tyJ0aNHw9fXF6dOnYJUKm2wf4kI165dw7x583DgwIF/de4RDoeDHj16YNSoUaw1jMPhwMjICL169UJcXBzy8vLq7S8iQnJyMuLj4zFkyBAIhcK3lcj61kBHRwdDhgyBqakpdu3a9dxh6kqlEgEBAfjjjz+QmJj4gqV8PXin8LzDOzQCLpcLQ0NDXLlyBXPnzsW9e/daZFX4/fffMXjwYPz5558vUMp/DnR1dTF9+nQcPXoUiYmJOH36NMaOHYvMzExMnToV06dPx6NHj6BUKmst5ESE4uJi7Nu3DyqVCoMGDYJQKHxNd/LyweFwwOPxarmgeDwerK2toauri7S0NKhUqjqPVyqVSE1NRXl5Od577713rqy3ABwOB++99x58fHzw+++/48mTJ891nvPnzyM2NhYaGhr/GtfzO4XnHd6hEWhoaGDgwIFYvXo1njx5gkmTJiE4OBjJycn1LjT1QaFQYOvWraiqqoJAIHhJEr/ZUKe/53A40NHRQe/evfHNN9/gzJkzmDx5Mq5du4bp06fj0qVLdVou4uPjcfHiRUyePBlDhw59KxdxDocDXV1diEQiFBQU1GstlEqlSE9Ph5WVFQwMDN5Zd94S8Pl8DBs2DCKRCMHBwc0+XqVS4ccffwTDMBAIBNDX138JUr56vFN4GkBVVRWioqJw9+7dfw1p6x2eD3p6epg2bRp27NgBe3t7LFu2DHPnzkVwcDDS09Ob7J56+PAhHjx4gB49esDBweElS/3PAYfDgYeHBz777DNs27YNKpUKixYtwtWrV2u0YxgGoaGhMDAwQK9evaCtrQ3grwk6MzMTWVlZbw3XSlNTEwKBAJWVlSAiyGQypKen15irFAoFSktLYWBgAC0tLTbM/fz58ygoKHiN0r/Dy0bPnj3RunVrhIWFIS8vr1nHPn36FHfu3IGWlha0tbVhaGj4kqR8tXin8NSDmzdvYsqUKZg2bRpmzJiB06dPv0vZ/ZZDJBJh+PDh+Oabb7Bx40YkJCRg1apV+OCDD3Dw4MEmublOnjwJPp+PIUOGgMt99/r9HSKRCCNGjMCOHTtQVVWFtWvX1liYlUolTp06BXt7e3h6erLfl5SUYN26dfjpp5/+1ZwepVKJI0eOYMqUKVixYgUyMzORmJiIw4cPY9asWZg/fz5iYmLY9iqVChKJBAKBADweD0qlEgcPHsSiRYtw/fr113gn76CGSqVCRkYGbt++jczMzAYVdolEgosXLyI3N7dRxV5fXx/Dhw9Hfn4+Ll261CyZbt68ibKyMlhZWUFHRwempqbNOv5NxbsZ9xkQEVQqFUJDQ/HRRx8hMjISffv2BRHh6NGjzdaS3+HfBx6PB3t7e8yePRvnz5+Hv78/0tLSsGDBAkybNg1lZWX1TkRKpRIXLlyAmZkZfHx8XrHkbzaICEqlEkVFRUhPT0f79u2xaNEixMTE4MSJE2y7J0+eIDs7G+3bt4eRkRF7bHl5Oc6fPw+lUvmv4Rv8HTKZDAEBAZgzZw7OnDmD5ORkVFZW4vTp01iyZAmio6MxcOBAuLi4sMdwuVxoaWmhsrISUqkUMpkMV65cQX5+PmQy2Wu8m9cPIkJJSQkOHDiA8ePHo1evXhg3bhx2796NvLy85w4qUK8jKpWqSdbGuLg4jBkzBoMHD4aXlxc2bdpUr6s8PT0dW7duxcyZM5v0/MaNGwe5XI5z5841+X6ICPfv30d1dTWMjIwgFothbW3dpGPfdLxTeJ6BUqnE6dOnsXz5cohEIoSHh+PLL7/ExIkTkZSUhNLS0tct4ju8AeBwONDS0kLr1q2xfv16XLx4EQMGDMCJEyewZMmSejOcpqWloaioCF5eXtDU1HzFUr/ZKCwsxJo1a9C2bVt4eXlh0KBBMDY2hkQiwZ07d9iF4+7du9DS0kK7du1YPgoR4fr165BIJLC1tX0jLGcvOo2BUqnEL7/8gh9//BGDBg1CUlISdu/eDX19fSxbtgxXrlzBgwcPMHPmTOjq6rLH6erqwtPTE4mJiVi7di02btyI27dvw9nZGe7u7i9Mvn8aGIZBQkICJk+ejAULFuDmzZvIycnB3bt3sXbtWvTo0QORkZHN4ugxDIOioiLcuHEDu3fvxv79+xEXF9eoZ0BbWxvOzs4YPnw4bGxs8OWXXyI8PLzOtm3atIGvry/Cw8NrbATqg52dHTp27Ij4+HikpaU16T4kEgkSEhIgFAqhUChgYGDwr8nM/fpnhjcE6gRf69evh7W1Nb777ju0bdsWWlpaeO+99+Dr6wuRSNSia8jlcpSWlqKkpARVVVVvbVjyvwVq4q2Liwv27dvHTkT1uQoSEhIgkUjg7e39jjz6DHJycrBixQocOHAAEyZMwMaNG2FjY4OdO3eCw+GgpKSEbZuYmAgtLS3Y2dmx35WXl2Pfvn0Qi8UwMzN77X0rlUpx/fp13L1794VZUbKysnDs2DFYWVlh69atEIlEyMrKglKpRJ8+feDm5gZNTU12TKqhpaWFwYMH48MPP0RCQgKOHz+OqqoqWFtbo1WrVi9Etr+jrKyMvW+pVIrs7OwWWUxeBqqrq/Hjjz/i3r17mDVrFs6ePYubN2/i8uXL2LlzJ0xNTTFjxgw8fPiwSeeTyWS4desWlixZghEjRmDPnj3YsmULVqxYgaysrAaPdXBwwI8//oh9+/axGbDr41dxuVwMGzYMhoaG+OmnnxrtUw6Hg759+6KoqKjJoeV5eXkoLi6GtbU1UlJS4OTk9K8JsNB43QK8KYiNjcXKlSuhoaGBdevWoV27duxO0cfHB506dWIJks2BTCbDw4cPERUVhbS0NJSXl4OIIBQKMXjwYPj5+b2VUSb/Nujp6WH27NmYMGECYmNj0b9//1ptnj59CplMVmNnLZPJcP36dXTq1Al6enqvUuQ3ApWVlfjqq69w5swZbNiwAVOmTIFQKMTYsWNx8+ZNTJo0qcZ7l5eXBw0NDRgbGwP4a6Oyf/9+/PHHH2jbti3EYvFzyaGu7aWlpQV9ff0WWYlyc3Px6aefwsHBAV9//TVsbW2f+1xqpKWl4cmTJ5gxYwaMjY1RUlKCa9euwdXVFSYmJg0qeY6Ojti0aROePHmC0tJSrFq1CnK5HHK5HDo6Oi2W7VkQEdasWQNvb2+4u7sjJCQECQkJ4PP5GDx4MCZNmvTC5jupVIobN25ALBbDw8OjWYVUJRIJsrOz4eLiAn9/f9jY2AAAxGIx7Ozs4OLigvfffx9BQUH47rvvGpRZLpfj2LFj2LFjB6qrqzF//nz07NkT5eXlyMrKarKycOvWLRw6dAjm5ubo3Llzve1cXFxgbm6OmJgYlJaWNkoo7tatG3bs2IGkpKQmyVFUVISKigoUFhaCiODt7d2k4/4JeKfw4C9z+uLFi5GRkYGgoCB06dKlxsujpaXVbF6A2j+8a9cuHD16FOnp6VCpVGzujJKSEty5cwe9evX614T8ve1wcnKCRCJBcXFxnb8XFhZCoVCwkyvwV06e9evXY8OGDRg2bNirEvWNwdWrVxESEoLp06ezyg4AmJmZITs7GzweDx07dmQX9KqqKnC5XLbdb7/9hq+++goqlQqamprNzsnDMAzCw8Oxf/9+JCcnQ1NTE7NmzcLEiROf21KkqakJU1NTpKenN1r2oamorq5GRUUFrK2tweVykZSUhIsXL2LKlCmwtLRs8FgOhwMTExOYmJhAJpPBy8sLMTExSE9Ph4GBwQuR71mcOHECt27dgpWVFa5fv47OnTsjJSUFX3zxBdq2bfvCFtDy8nIcOnQIenp6WLt2bZOVXYZhEBMTg1u3bmHChAl19kGnTp0waNAg3Lp1CxkZGfVGVBIRQkJCsHLlStja2mLTpk3w9fWFQCAAwzBQqVS1lCUiQnh4OCIjI7F8+XJoa2sjOTkZn3/+OVJSUnDgwAH2ejKZDMnJyXBxcWGVcC0tLTg4OCAlJQXp6emNKjzOzs7gcrlIS0uDXC5v1J2u9kDk5+fDyMgIHTt2bLD9PwlvvUtLoVDgs88+Q3R0NPz9/TF8+PAW70CICGVlZfjkk0+wbds28Pl87Nq1C4mJibhx4wYuXbqEq1evYv/+/S98h/UOrw5qcqJcLodMJoNcLgcRQaFQ1Jk0r6KiAiqViiXbqjljsbGxLyQCUJ3FmWGYf0RotkKhwLVr1wAAn3zyCbsTJiI8efIEX375JUxNTfH++++zx1hZWaGiogLHjx/HV199hYULF0IqlaJbt27g8XjQ0GjaHo6IUFFRgaVLl2LcuHG4cOECGIbB48ePsWHDhhb1n76+Prp27dqktiqVCjKZrFHXhJaWFoRCIXJyclBUVISAgADo6emhb9++NTg7jYHP5+P9999HYmIiwsPDm+1ya2yMcTgcaGhooKioCDk5Ofj0008RHByMLVu2IC8vDwkJCc26XkPQ1NSEjo4OYmNjm6VYMgyDtLQ05OTkwNXVtd452MvLCxUVFcjMzKzzdyLC5cuXsWDBApiYmGDXrl3o378/m82ax+OxbkZ1e5VKhTNnzsDf3x87duxAeXk5lEolwsLCEBERga1bt2LgwIFgGAY5OTlYsmQJBg0aVCtgxs7Ojo3uagjqXFeOjo7IzMys4R6uD+r5S6VSwdLSEs7Ozo0e80/BW23hUSqVOHr0KEJCQtC1a1csW7bshZhbCwsLMXXqVERERGD06NHYuHEjyzlQD34DA4MaO/13+GeBYRgUFhbi/PnzOHToEGJiYlBUVASGYXDw4EGIxWLMmTOnxmIkkUjA4/FYK0R6ejqSkpLA4XBaTCBVqVTIy8vD9evXYWRkBF9f39fOZWkM5eXlyM7OhpOTE0QiETgcDhiGQWZmJpYsWYL8/Hzs3LmzRoTIjBkz8Ntvv2HTpk3gcrmws7PD3r17sWfPHqSnpzfZrVFUVISlS5fi+PHj6NWrF9avXw+pVIqPP/4Y/fr1a1HfqUuHaGlpNSrPxYsX8cUXX2DHjh1o165dve1sbGzg7OyMbdu2Yffu3SgsLIS/vz969erVLFnVFbVHjRqFffv2oWvXrvD29m6SC4+IkJubiz/++AMcDgcDBw6s0w2rra0NPT09nDhxAgKBAHp6ejAzM2P75UVBQ0MDQqEQVVVVzSIX83g8ODo6gs/n11BI/g5DQ0PI5XJUVlbW+XtqaioWL14MbW1t7Nq1q4Yl8u9QRyGGh4dj+fLlSEhIwPvvvw9DQ0OUlJTg/v37sLGxgY6ODq5evYrHjx8jJCQEubm5WLNmTa2wcFNTU5Yk3Rj4fD6cnJyQnZ2NkpISmJmZNdiey+Wy42HAgAGNjmH15qGsrAx8Ph8GBgYN9uvrxFur8BARHj9+jG+++Qa6urqsJaalKC0txYYNGxAREYEJEyZg06ZNdZqc38TB8A5NAxHh0aNH2LFjBy5fvgwXFxcMGzYMMTExiImJQceOHWFlZVXrGXO5XHaXB/zF9SguLoazs3OLCKTqiJPAwECcPXsWIpEI2dnZb3wkGJfLhYaGBkpKSpCbm4vKykokJCRg//79uH79OqZPn44PP/ywRj86OTnh9OnTiIiIgJaWFnr37g1zc3P88ssvkEql9S5Oz0IikWD//v0ICwvDpEmTsHXrVujp6eHQoUNQKBSYN29ei+5LIpEgOTkZFhYWDVpw1WUyEhMTG7W02NvbY+bMmfjxxx9RWVmJKVOmYPbs2c124anrcE2fPh13797F999/Dw8Pjyadp7i4GIsWLcLZs2ehra2N48ePo1u3brXGufr/zy6sFRUV4PF4LzRlgNo6xufzweFwIJFIkJWVBTs7uwYtfWq6gaamZoPyqC1YdVnfpFIpvv/+e6SmpmLTpk3o3r17g7LKZDKcOXMGAQEBePLkCQQCAT7++GNoaGhAIBDA3d0dt2/fxooVK8Dj8WBgYIB27dphy5Yt8PHxqaV06OrqsopGY+Dz+bCzs8PDhw9RXl5eQ6b4+HiUlpbW4IIJBALw+XxwuVwMGDCg0bWqpKQEn332GaKiomBsbIxBgwZh9OjRsLS0rHWsUqlkrWuWlpaws7NrFveqpXhrFZ6ysjLs27cPycnJ2Lx5M1xdXVushCiVSpw4cQK//vorunfvjg0bNjTqX3+Hfx4ePHiAhQsXIjc3F8uXL8fIkSNhYWGBQYMGwdraGmvXrq2TdGhsbAwOh4P4+Hh4enoiOTkZBQUFmDVr1nO/9ESEoqIibNy4Effu3YNYLP7HFIjU1dWFs7Mzzpw5g+XLlwP4KyeJQqHA7NmzMW/evFr9wuFw4OjoyFYOB/5akN577z2Ehobi6tWrcHFxaVDRSEhIwLFjx+Dt7Y21a9ey0ZcdO3bExo0b61RWmwr1InT//n2MHTu2QX4FwzCorKxkF5iGoKGhgREjRqBbt25QKBQwNzd/bmI1h8OBnZ0dHBwcWG5hUxAXF4fQ0FAMGjQI9vb29brS6grJT0hIgEAgaNS60BRIpVKUlJSgqKgIxcXFUCgUSEpKwu+//47Lly9j1apV6NChQ73Hq62hIpGowXGSm5sLDQ2NOtvExsbi/PnzaNu2LSZPntygvBUVFQgODsaOHTvA5/Ph4uICIyMjeHh4gMvlQiQSYerUqejSpQtKS0uhoaEBU1NTODo61hsZrKOjAyJqkoLP4/FgaWmJkpIStj3DMHjw4AEWL16MnJwcdO7cGX379oWNjQ2USiW0tbVhYmICLy+vRs9/8eJF7N+/H2PHjkV6ejo2btyIqKgorFmzBm5ubmw7mUyGAwcO4MSJE0hNTUWbNm0QFBQEe3v7VzZfvZUKD8MwiI6Oxs8//4zRo0dj2LBhTfb9N4T4+Hj88MMP0NTUxObNm2FlZfUCpH2HNwk5OTlYuXIlMjIysHfvXnTt2hVCoRDR0dG4ffs2+vbtW69ronv37tizZw/mzJmDHj164PLlyygsLKyRU6a5ICLs3r0bly5dwuzZs1k3ysvMRSOXy3Hx4kV07dq1RaRXPp+PiRMnorq6GhEREeBwOHj//fcxYMAAeHt7Q09Pr0n9onavnDp1CsHBwejcuTN8fHzq7AMiQlJSEh4/foz9+/fD1NSUvYahoSEri5+fX41rMwyD69ev49ixY5g7dy5at25dpyxEhPj4eJSXl8PV1bXByE6ZTIa8vDy27ENT7tPExKTRdg2BiFBdXY2SkhK0a9cO7733XpOjiOzt7dG7d2/06dMHH374IXR0dOp8PnVZRC5evAiRSFRDUX0enDx5Et9//z2KioqgUCiQmZkJqVSKuXPnoqioCAYGBo1ayxiGQW5uLnR1dRtUeOLj4yEUCmv1uUKhQFRUFOLj47Fnz54Goyvlcjm+/fZbfPHFF3B0dMSGDRtw/fp12NjYsJGGAGBkZIRu3bo1sRf+38JTVVXVaFsejwdjY2NUVFSwWcirqqoQHByMsrIy+Pn5ITIykn1G9vb2KCoqgkQiaZILskOHDvj222/Rv39/1pAQFBSEnJwcbN++Hd7e3pDL5di0aRO+++47WFlZYdKkSXj69GmT7/dF4a1UeKRSKTZs2ABjY2NMmDABRkZGLdYwJRIJwsLCEB0djc2bNzfoj/83IDk5GVu3bmV3Ji3pP7WbR0305XA44PP5r9TU2RQQEX766SfcvHkThw8fRq9evcDj8cAwDHbt2gUOh4OJEyfW6x7o0aMH1q5di4CAAMTGxrIEz6ZMWvXh5s2b2LFjB7p27YrZs2ezk+/LVHhSUlKwaNEidO/eHcHBwS1S1iwsLLBo0SLMmjULRAQejweJRILU1FSUlZWhoqICxcXFKCsrQ3V1NSorK9ndfWlpKftXzSGQy+VYvXo1jh8/zpLDn4VSqURBQQG4XC6MjIxY8m1eXh4CAgJw7NgxtG7dGoMHD65xXzKZDFFRUTh16hTMzc3h4OCAvn37wtDQsEY7iUSCwMBA2NjYwN3dvcZvasuH+ju5XI6CggLo6emBz+ezmaYTExOblQZDfd5nP2picU5ODu7du4f79+/j8ePHSEtLQ25uLpRKJUaNGgVvb+8mv2eWlpY4fPgw+Hx+s1J0pKWl4cKFC+jXr1+LeYsZGRkoLCyEoaEhZDIZMjMzoa2tDTs7O4wZMwbjxo1rlGSrDirR1NSs17JGRLh16xZEIlEtmYuKinDr1i3Y2tqiS5cuDb5r9+7dwy+//AJdXV24ubkhMDAQ3t7emD59eovce9ra2iCiJpVR4XK50NPTg0QigUwmY+kcISEhmDVrFlauXAmlUonc3FxkZmbi559/xs2bN1FdXY2ffvoJCxcubPAdb9OmDRwcHKChoQFDQ0MEBATA3Nwcy5Ytw5IlS7Bz506cOnUKX3/9NRwcHHDkyBHY2tpCqVQ22yXbUrx1Cg8R4cCBA7h//z4+/fRT9OjRo8XKDhEhPT0dhw4dgre3N4YPH/7GkrZeFKRSKSIiIuDq6govL68W8Z8UCgWCg4Px+eefo7y8HCYmJvD398dHH330RoXsV1ZW4saNG+jQoQN69+7NKjsXLlxAREQE2rVrhxEjRtT73Pl8Pj755BOMGzcOWVlZLHH28uXLGD58eLNzyMjlcqxbtw46OjpYuXJlDWvF38EwDLKysiAWi6Gjo8MWmHwe95ezszNMTU0RHh6O6urqZkcaqjkU+fn5iI2NxY0bN/Dw4UMkJSUhNzcXMpmMJU7yeDz2w+Fwan2noaEBDQ0NiEQimJqawsbGBmPGjKlXJh6PBzMzM/D5fMybNw99+vSBsbEx4uPjcezYMahUqjo3K/7+/rh9+zbS0tIQGBgIHo8HV1dXnDlzpgapWh2d06dPnxpEdIVCgYcPHyI1NRUuLi7Q1NRETk4OYmNjUV1djZCQENa6lJiYiK+//hrjx48HEUEul0MqlUIqlbIRNAqFAiqVCgzDoKKiAvn5+cjNzUV+fj5SUlKQmJiIlJQU5OTkgM/nQ0dHB9ra2hAIBBAKhaiuroaDg0O9Vpq6wOFwmvQ+Pnu+qqoqbNmyBQzDYPr06S3exMydOxdz584F8Bfp/5NPPoGNjQ22bNnCug8bux/1BquhbNgJCQmIi4vD+PHja1lwiouL8fjxY3h5eTVagb6oqAjl5eVIT09nNwdisRjV1dUtWh/U/djUZI6amprgcrmQSqVgGAZBQUGwtLTEsGHD2PszNDSEoaEhDh48CEtLS5SVlWHXrl3w8/ODs7NzvfKqN27qfwuFQvj7+0OpVGL9+vUYMWIEKisrYWNjg19//RWOjo6vbW186xSe3NxcBAUFwc7ODh999NELIXYyDIOoqCgkJSVh3bp1sLGx+VcrO8D/R0iUlZVBqVS2SOHhcrnsQsXj8fDnn39i7dq1KCkpwZIlS1qc4Rr4/0X26dOncHJyeq50ANXV1ZBKpTUSvaWnp2P37t2QyWRYvXp1o+OJw+HAwMCANb0PHjwYQUFBMDc3R79+/dC5c+cmJyCMi4vD48eP4ePjg+7duzc45qqrqzFlyhT0798fPj4+iIyMBABMnTq12YnxOBwObG1tkZKSgqysLDg5OTX52Ly8PNy6dQuhoaG4dOkS8vPzYWJiAmNjY9jb28Pd3R0CgYBdoIVCIcu1UOfD0tHRYb8Ti8UQi8XQ09ODWCxudNfM5XLRo0cPLF++HGfPnsVvv/2G1NRU8Pl8mJubw97eHvPnz6/Vl126dEFBQQFiY2PRqVMnuLi44NixY9iyZQu2b9/OPnehUIhTp05BKBTWkCUvLw+LFy9GdHQ0a50oKysDwzDQ0tLC06dPIRaLYWRkhJEjR8LJyQmpqamIjY1FYmIi0tLSkJmZyVq0iouLUVVVherqasjlcpZsKhAIoKurC7FYDAcHB7z33nuwt7eHq6srXFxcYGdnh4qKCjx+/Bj9+vVrVkh7U6GlpcVGEB05cgQnT57E6NGj0bNnzxaf++9uRqlUCqFQyCrETT0Hn89na4v9HSqVCvv372d5U3+30lVUVCAjIwOjR49udB7p2LEjZs6cid9++w3Xrl2Dvb09pkyZ8sKyXDfV5asOkVfzny5evIhu3brViCxjGAaxsbGIiorCzJkzYWJiglWrVmHdunXYunVrs9Y1LpeLqVOnsm5gTU1NfP75569V2QHeQoXn+PHjyMrKgr+//wurJaOuYGxnZ4cuXbr8a9JwNwS5XI7y8nLo6em1mP+koaGBYcOGsYn3cnJysGzZMgQHB8PDwwOjR49u8UuiUqlw/vx5HDx4EP/973+fK5mWehFW18cpKytDUFAQoqKiMG3aNPTp06dZ59PS0sLs2bMBAN999x1+++037N27t8mFRXNycqBQKFBQUIBt27ZBX18fxsbG0NPTw+PHj2FgYIBhw4bByMgIGhoaKCgowJdffgkTExNIJBLk5OSgpKQEO3bsaHZfWFpasm6RN2WuAAAgAElEQVSeoqIiODk51XLvPAsiQkxMDIKCghAaGgptbW306tULHTp0gIODAywtLVnZdXR0XqqF1MTEBAsWLMDIkSOxYcMGZGRkwNfXFzNnzoS7uzvatGlT69off/wxsrOzcenSJbz//vuYPHkyUlNTcfr0aUycOJHNu8PhcOoMVNDV1cXYsWPh6ekJhmEgEAigVCpx7NgxtG/fHh988AEsLS1hYWEBKysrVFZWYuXKlQgNDUVVVRUcHR1hYmICQ0NDWFtbQ09Pj1WqtLW1WT6KtrY2xGIxjI2NYWRkBHNz8zoV6LZt276UvlWf+9KlS1i0aBGuXr0KLy8vBAQEvHA3q0qlqqHwNBU8Hg+tWrVCdnY2W3X82ef94MEDnD59Gm5ubujVq1et48vLy9lK4o0p2BYWFvj0009x7949iEQirF69GqNGjXph2aabo+Sp0z7ExsZCIpGgY8eONVxKVVVVCAkJgUAggK+vL7y8vJCSkoJ9+/Zh8+bNbHLFplyTiHDz5k3ExsZCKBSCy+Xi6tWr6Nu372tdH98qhUcikeD3338HEWH69Okv7AXMzs7GtWvX0L9//xqs9H8rVCoVkpOToVAoGg0BfR6Ym5sjMDAQUVFROHbsGLp16wZzc/MWnVOlUiEzMxNpaWn1FvdsDNra2nBzc8OlS5cwd+5c5Obm4saNG+jVqxfmzJnTIB9AJpOxPJPc3FwUFhYiIyMDSUlJuH37NiorK2FnZ9do1tRn4eHhga5duyIsLAx3796FpqYmtLW1oampicLCQtjb28Pe3h6+vr4s76KwsBCenp5Yvnw5/P39cfbsWaxZs6ZJ5GMiQmFhIW7duoWbN2+irKwM69evh1AoRIcOHRAUFFQnbwb4i3uxZcsWnDt3DlOnTsWECRPQqlUrGBoavvDx0xRoaWmxPA1HR0dWCW5oTqiqqoKZmRnatm0Lc3NzzJ8/H5MmTcKxY8fQuXPnBhddfX19fPLJJ5BIJCAiaGhoIDs7G1euXIGHhwdGjBhRgxcjl8uhr68PPz8/DBkyBG5ubtDW1kZFRQVSUlIgEong4uICY2Nj8Pl8aGhovDFW5blz5yI2NhYXL17EiBEjMHfu3BZFvtUHtcIjEAiaNZdraGiwiuelS5fQo0cP1p2cn5+PoKAgZGRk4Msvv6xlXVa/ywDYhbwxnDt3DleuXMHYsWMxfvx4VkkqLi7GF198gZkzZzbb4qO26jVVcVLzujgcDuLi4qChoYE2bdrU+D0yMhLHjx/HhAkT0K5dOwgEAixevBhEhP379yMrKwtr165Fp06dGn2W0dHRWLBgAUpLSxEQEIDbt28jODgY+vr6WLly5Wsr8PtWKTxqjV5t2n1RuHDhAgDA09Oz3gkfQA1/8fO8/OrkVWoT5eua4ORyOUJDQ+Hq6tqiCKP6wOFw0KpVK0yePBnBwcG4e/duraiZ5oJhGBQUFEAsFj+Xi0zt7582bRquXbuGX3/9FVwuF4MHD8bq1auhra3NRm6kpaUhKysLWVlZyMnJQXl5OUsWfJZQqk49T0To378/1q9f36woFgsLCxw8eBClpaUoLCxEZGQktm/fDqlUCj8/P3Tq1InloxARCgoK0KpVK/j7+6NPnz5wdXVFdHQ0kpOTGww/VZv4Dx06hKSkJEgkEpaDYGNjA5VKhdDQUKxZs6ZeK09KSgouX76MESNGYPny5Y3Wf3peqDNdq7k+DV3j+vXrKCgowNKlSxtVdogIOTk5rLsI+Cspm42NDe7fv4+MjIwG5xQOhwNNTc0aLs9nFyv1WOByuSzPY+PGjWzdPQ0NDURERGDp0qVs1Wtzc3PMmTMHEyZMeKO4bt7e3oiIiIBKpWLdki9jgVO/T82NSuRwOHBycsLAgQOxb98+SKVSTJkyBSqVCt999x1CQ0Pxn//8p06LrVrhaYjw/CwUCgV+//13VFRUYPny5TUsKnK5HAcPHgQAfPbZZ816HwoLC1n3eGNQrxsymQxCoRB5eXng8Xjs5oqIUF5ejuXLl8PMzAwTJ06Evr4+GxW4bNkyaGtr45tvvoGfnx8WLVqETz/9FLq6umAYhlW2ORwOiAh3797FtGnTkJWVhcWLF2PhwoXIz8/HpEmTsHPnThgaGuLjjz9mj3mVyvpbpfCUlpZCKpXCycnphb6Aaja/h4dHvQ9OIpEgIyMD+fn5cHV1bVAxqgtEhOTkZKxZswaenp6YPXv2C+G21HUdIqrRP0qlEnl5eeByuTA1NUVubi4uXLiAefPmNRieq44iUBPldHR06iXJymQyFBcXs3lkNDU1MXLkSBw4cABRUVHw9fVtEd9ALpfjwYMHsLCwqBEO2hSoM8weO3YMXC4X27Ztw7Vr1/D06VNkZGRgzJgxSE1NZROrqSdD9UfNSdHU1ISenh6sra1hbm4OOzs7ODo6okOHDjA3N2cngGehJqbWNSlwOBzo6emx/JVDhw5BKpXi4MGDtRRENYHVz88Pfn5+4PF4sLe3R1RUFNLT0xtUeBISErB48WIYGxujTZs26Ny5M6sETZo0CWlpaZBIJA1yjwwMDODm5obr16+zhNvy8nJIpVJwOBzo6upCV1e3xRNfSUkJFi5cCAcHB6xZs6ZJx2hoaLDKhnryl8vlbN4k4P+TO4pEInaREQgEGD58OE6cOIG4uLhmb6I0NDSgp6eH1NRUbN++Hba2tpg6dSoAsH3yLO7duwd9fX0sWLAAhYWFuHLlCpYuXYrIyEhs2bIF1tbWtfpPrQACeGWJKJ9dTF8FnmfMmJqaYtmyZSgvL8fx48fxww8/AABEIhHGjx+P9evX1+l64XA40NbWhkqlQnV1dS132LNgGAY3btzA7du3YWtrWytNiY6ODmxtbREdHQ2FQtGs5xMbGwsej1fv/Pt3SKVSEBFb40vNf6qurmaDJzIyMrBkyZIafEB1osrAwEB07twZmzdvxrZt2/DLL79g4MCBiIuLw44dO+Do6AiVSoWYmBjMmzcP6enpmDdvHgICAsDj8WBra4uffvoJY8aMwdq1axEdHY3Kykq4u7tjzZo1rywi961SeNS7pxdRt+hZPH78GEKhsF6zZGlpKQ4fPoz//ve/KCoqwrJly9iB0FQoFAp8//33OHz4MORyOSoqKmopPNXV1cjMzISjo2MNhaWsrAwKhaLRhV49qaenp6Nr164QiUQgIqSmpmLWrFmwsbHB1q1bUVlZieHDhzfKrbl37x5OnTqFjIwMSCQSuLu7Y+TIkbXCdVUqFSIjI7F3714sW7YM3t7e4HA4sLCwQNeuXXHjxg2UlJQ0S+FRv9BqpUOpVCI+Ph5+fn6ssqlSqZCSkoKMjAy4u7vXSt+uhlQqxa5du/Dll1+ykS7FxcUwNjaGqakpWrVqxWZXtra2hoWFBYyMjNiPtrY2dHR0mm16VyqVuHPnDrKystC/f/86FQoOhwOVSoVr166xO1M1ObSqqootZRESEgIulwt3d3fWpG5tbc0mYWsIpqamWLx4McaOHcsWMfztt9+wb98+AMDMmTMxffp0mJmZ1Tse3N3dcfDgQRQXFyMrKwvnz59nlS0ejwcPDw82TLol/IbS0lIkJCTg9u3bCAwMbHB8dujQASYmJti3bx+MjY3h7OwMiUSCM2fOgGEYNlGcGsXFxbC3t2etKVwuF76+vvj222+RlpbW4OJXF8RiMQYPHozdu3fj5s2bjSawmzVrFmbPns0uxGlpaQgKCsLBgwehUqmwa9euWon9pFIpzp07B7lcjiFDhrwUkvLrxLObhNLSUjx69Aienp6NWrw4HA7atWuHvXv34uLFi7h//z64XC68vLzQv3//ehU29abPxMQE9+/fx6hRo+q8ltr9+9NPPyEhIQFubm5IT0+HkZERlEolcnJycPLkScTExGDs2LHNGjcVFRWIioqCjo5Ok7iI6kg+LS0t8Pl8eHt7Q6VSYc+ePbh//z7++OMP3L59GxMnTsScOXPq3FjxeDwMHjwYXbp0wc8//8xGprZp04bNCfT48WMEBgYiISEBM2fOxNq1a2u4q+3t7RESEoLt27fj0aNH4HA4GDly5Kv1VNSVw+GZz78KmZmZ5O3tTW3atCG5XP5CzimVSsnS0pKcnJwoMzOz1u+lpaW0detWMjExIR8fH3J3d6dRo0ZRSUlJs67z559/kpmZGWloaNDkyZMpLy+vVpurV6/SkCFD6PHjxzW+37RpEy1btoxUKlWj9zJr1izy8fGhR48eERGRTCaj9evXE5/PpwEDBlB6ejoxDEMVFRUNnothGDp06BD16dOHRo0aRX5+fiQWi8nX15euXLlSo11CQgL16NGD+vfvT0+ePKkhz+bNm8nY2Jju379PDMM02k9qZGZmUmBgIIWGhpJUKqWMjAzS1tamlStXEsMwVFxcTN988w317duX3N3d6dKlS/WeSyKRUFBQEA0bNozGjh1LCxYsoK+++opOnjxJN2/epIyMDJLJZM2SrymorKykRYsW0YABA2r0y99RUlJC48aNI09PT7p58yYxDEPZ2dm0ZMkSOn36NBERTZs2jYyNjenixYvscXv27CGRSERbt25ttmx//PEH6enp0fbt25t13J07d6hnz55kampK/fv3pxkzZtCHH35I1tbW5O7uTj///HOL3k2FQkEjRowga2vrRse7SqWin3/+mdzc3EhXV5ecnJzI2tqavLy86ODBg6RQKNi2MpmMevfuTf7+/iSRSIjor7EbGxtLenp6tGrVKqqurm6WrAzDUG5uLp08eZJ+++03Ki8vb/YYKioqosDAQNLR0aHly5eTTCar8XtFRQWtW7eO2rRpQz/++GOdfZuQkEBHjx59YXPiq0J8fDy1b9+e1q9fT6WlpbRq1Srq1q0bxcbGvtTrZmVl0dixY6lVq1Z09uzZOseZRCKhzZs3U9u2balTp04kFotp4MCBNGnSJBo7dix5e3uTQCCgYcOG0YMHD5p1/VOnTpGpqSlNmjSp0TFO9NfY/frrr8nY2JjOnz9PVVVVFBgYSB06dCB7e3vy9fWlzz//nAoKCpp0fZVKRQUFBXTv3j3KyckhlUpFSUlJNGzYMDI1NaXVq1dTcXFxnWOZYRiqqqqiuLg4iouLe1ljrl6d5q1SeBQKBU2YMIF0dHRqLLotQUZGBhkaGpKHh0etyUYul9Phw4fJ0tKS+vTpQ3fu3KHFixdT9+7dKS4urlnXWbx4MRkbG9Nnn31Gjx49qnOgXL16lQwNDWn37t3sdzKZjBwcHKhLly6NTqbl5eVkY2ND7du3ZxfOmJgYMjMzIwA0YsQIysrKapK8DMNQWVkZJSUlUUZGBqWlpdHBgwdJLBaTj48PXb9+nYiIcnNzadCgQWRjY0NHjx6tscgwDEOHDx8mY2NjOnHiRJNebjXi4uLIy8uLXFxcKCwsjB48eEA6Ojq0bt06CgsLo6FDh5KxsTHZ29vTsmXLKCcnp8F7qaiooKdPn1JWVhaVlZW9cOWmLigUCoqMjKT9+/dTaWlpvbIlJCSQWCym+fPnU1VVFWVlZdHkyZOpTZs2dPbsWSIiunv3Lv30009UWVnJHnvgwAHS1dWlTZs2NVu2hw8fkkgkoo0bNzbruIKCAvr111/pypUrlJycTIWFhZSbm0vh4eHk7u5OHh4eFBER0Wx5nsWIESPIwcGhSeNFLpfTvXv3aO/evbRixQrasmULPXjwgJRKZY12KpWK4uLiKDU1tcazT0lJIRcXF5oxYwYVFha2SO7nRVFREQ0dOpTs7e1rzWsMw1B8fDwNGDCA7O3ta20cpFIpjRkzhnr06EFlZWWvWvQWITk5mXr27En/+c9/aOHChWRiYkLLly9vdDPWUigUCgoNDSUHBwdycnKiffv2UXFxMft7WVkZBQQEkKWlJc2aNYsePnxI27Zto169epGzszO5ubnRkCFDKCgoiFJSUpo1l+Tn59O4ceNIV1eXbt261aRj1BsnZ2dnun79OjEMQ+Xl5RQbG0t3796lJ0+ekEQiee45TS6X05gxY8jY2JgCAwOpsLDwlcyPDeCdwqPGqVOnSCwW04gRI16IdpmQkEAGBgbk5eVV4yEzDEOJiYnk6elJbdu2pejoaFIoFHTkyBHq1q0bPXz4sMnXKCgoIAsLC/L29q5XcyYiiomJIUNDwxoL2P3790lPT49GjhzZ6HWqqqpo4MCB5Onpycrr5+dHQqGQjIyMaPLkyZSfn99kuf8OtQKoo6NDgwYNooiICPLz8yM9PT3asmVLLYWRiOjChQvUunVr+uqrr2ooQ42hsLCQ/P39SSgUklgspvbt2xOPxyMjIyMSi8Wkq6tLS5YsoezsbKqqqnrdL2idYBiGlEolSaXSeuVjGIYuX75MfD6funbtSqNHjyZra2syMTGh7du3s32qUqlq9V9ISAjp6OjQ6tWrmy1bQUEBaWtrU8+ePennn3+m8vLyJt+TQqGodT8qlYoiIyPZnWtWVlatNtXV1TRv3jw6fvx4jePkcjnbtqKignr37k2+vr5NVpAZhiG5XE7V1dUN9nVdSE9Pp86dO9OkSZMaVJpfNm7dukUCgYBmzJhBT58+rfEuqVQq+v3338ne3p66d+/OKgQKhYI2bdpEenp6tGTJkmZtKN4ElJWV0dKlS0kkEpGuri7NnDmzhkL/MiGTyejAgQNkZWVFIpGIrKysqEuXLuTr60u2trYkEolo6NChrIIslUqppKSECgsLqaioiMrKypptFVYqlRQcHExGRkY0b968OufLulBSUkJ+fn7Uq1evZm+0m4Jff/2V9PX1acWKFVRZWfkmzKXvFB41lEolDRw4kExMTOjXX39t8UseFxdHBgYG1KlTpxrfS6VSmjNnDonFYvr+++/ZSV4qlVJubm6zrhscHEx6enq0adOmBgeTWuHZsGED+9327dtJW1ubPv3000avI5PJKDAwkJydnSk8PJz2799Penp6NGnSJHJ1daUlS5Y0eWFr6Bpff/016erqkkAgIH19fVqzZk299xUREUEuLi60efPmZik8DMMQwzD0xx9/kJ+fH5mbmxOXyyVLS0uaMGECRUdHk0qlehNezhaBYRhKS0sjLy8vsrGxITs7O+rfvz9dunSp0Xs7evTocys8SqWSxowZQ7a2tjR37tw6XazNAcMwVF1dTZ9//jkZGRnRyZMna1lZoqOjycTEhIYPH84ec/fuXZo/fz7l5eURwzB048YNcnV1pXXr1r2SZ5uZmUk9e/ak0aNHU0ZGxku/Xl1QKBSUk5NDbdu2JS6XSz179qzlAmUYhjZu3Eh6eno0e/Zsys/Ppz179pCZmRn169evxe/16wDDMJSfn09Hjx6l8+fP16lIv8xrqy3gs2fPJk9PT2rdujU5ODiQm5sbBQQEUGlp6QuTR6VSUXR0NHXq1Im8vb0pLS2tSedWu03t7Oxo0qRJLdqw1oeJEyeSp6fnm6LsEDWg0/wjSMv0vyJpDx48gJOTU73k0qaAx+Nh7dq1GDFiBA4cOIAuXbo0O9Pss1Az65VKJZRKJUvSevz4MX744Qf0798fgwcPZr/X0tJqVsVgpVKJixcvgsPhNFi2APj/sHc1KVsikSA8PBwqlapG+vv6wOPx4OjoiMLCQpw7dw5hYWFwdnbG2LFjERYWBhsbmxYnjVLnwLCyskJCQgK6dOmCpUuX1ntfMpmMDadsDtTn6969O06fPo09e/awdaxmzJjxWnK/vAyoQ8NPnz6N9PR0CIVCODs7Nylxn3q8qP82B1wuF9999x2SkpLg5OTU7LIYf4c6Jf2AAQNw5MgRhIWFoU+fPjWI2m3atIGmpiZb0LCsrAzbtm3DyZMn0bt3b/j5+eHy5ctQKBQYNWpUi+RpLp6nD1sClUqFgoICpKWlIT4+HtHR0SgoKIBIJMLQoUNhYWFRoz2Hw8GCBQsQHx+PX3/9FaWlpYiOjoajoyO++eabfySZWR02PWbMmNdybeAvMn5QUBCqq6uRl5fHVrJvauHbpoCI8PTpU3z++eds8lBLS8smnz8nJwfZ2dmwtrZu8XtaF3x8fDBgwIDnyl7/qvHKZv2ioiJkZmaidevWtV4u+l+67vT0dGRnZyMvL4/NXQL8xTLPz8/H6dOnERAQgA8++KBFg8nb2xvTpk3Dd999h7CwMEybNu25QzbFYjG4XC4bOWVgYAAiwldffQWBQIAxY8a0qGp6dnY24uPj0apVK7i4uDTYViAQgIhQWloK4K8oqbi4OABoUhg8l8tF+/btYWZmhj179kAkEmHbtm3Izs6GlpYWbG1tWxRBQ0RIS0vD5s2bIZPJ0L59eyQmJuLChQsYPXp0rfYqlQrp6elsJt/nTSWgjqzg8/kQi8UtVnbof7V4ZDIZNDQ0XnvdNC6XCwsLi1qLXGN4dufTXHA4HBgaGuK9995r9rENwcHBAd7e3rhy5Qqqq6trKDzq5y+TycAwDM6fP4/IyEg2xwgRoW3btli/fj2cnJzemER8LxJlZWW4d+8erl27hocPHyIuLg4FBQVwdXWFk5MT8vLy0LFjxzoXH11dXcybNw+hoaH45Zdf0KlTJ/z3v/+Fg4PDv7KvXhU4HA50dHTg4ODwUs6fnZ2NgIAAXLt2DUuXLkX//v2bNQ9fvXoVurq6aNOmzQvL8Pws1LXN/gl4ZQpPUFAQjh49CnNzczg5OUFfXx8Mw6C8vByFhYXIzc1FaWkpKisrUV1dDZlMBpVKBQBsuGf79u1bZI1Rg8fj4T//+Q/OnTuHI0eOoF+/fjWyTjYH+vr6EIlEkEqlyMjIgIGBAeLj43HhwgU4OTlh0KBBLZI1MTERpaWlGDp0aKNh7Oqw84yMDCgUCoSFhSE7O7vJCarUCbl27tyJqKgodO7cGT169MCqVatgZmbWLMtUXaisrMSiRYtw7949rFy5Et26dcPMmTMRGBiIdu3a1XoG+fn5uHz5MiwtLVtcg0W9WL6IiV2pVGLixInIzc2FhoYGTE1NYW9vj65du6JXr15vVBK4hvCqrRL1yXDnzh0cOXIEOTk5sLe3R1FRETIyMhAfH18j1F0gEIDD4aCkpAQJCQnYt28fcnNz2VQTmpqaGDJkSI1ihi8bKpUKlZWVsLS0fKm5RBiGQXh4OL766iv8+eefKC4uhpubG8aNG4du3brB2toaISEh+OGHH+p9rrGxsQgMDGT7Sr0xeqfsvLlITk7GsmXLcOHCBfj7+2P69OlNrrUH/PV+nT17FiYmJi+1nMg/Ba9M4UlLS0NqaioKCwsRHR3NvmT0v8yzPB6PrUXl6OgIS0tLtrKzkZERDA0NYWFh8UKSk3E4HDg4OOCjjz7CihUrcOHCBbRq1eq5rDw8Ho/NLBobGwsPDw+cPXsWlZWVGDlyZItNiE+fPkVlZSXat2/faFt9fX1YWlriyZMnCA0NRVhYGGQyGQQCQZOT7QkEAvTp0wc9evQAn8+HRCLBzZs3YWVl1ailSm0tqC+B3rp16xAeHo5PPvkEn376KTQ1NbF582aMHz8ea9euxb59+yAUCtnMoBcuXEBYWBgWLlzY4tT06qy7auuMOifT855LT0+PLRHx6NEjKJVKfP/997C1tUVAQACGDx8OPp9fY5wrFIpamUXV8ryOzNllZWXgcrk1Shq8SjAMg7CwMKxYsQLp6emsUqpQKCCVSjFr1iw2wRrwlzu4bdu2iIyMhJ+fH/Lz8+Hp6YmEhATWjfuqkusBfz07uVzOJhPNysqCiYnJS1G2njx5gi+++AKxsbGYPHkyxo8fDzs7OwgEAmhqakKpVKKgoIDN+fR3Oe/evcv25wcffIDevXtjw4YNWLBgAc6cOQMLC4t3is8bBHVOtMWLFyMiIgKLFi1iM7o3B3l5ebhx4wa6dOnCZl1/q9EQwedFsohiY2Pp0qVLVF5eTrdu3aJz585RWFgYRURE0MOHD6m4uJglkdb3eZFgGIb+/PNP6tmzJzk5ObH5ZZ4H3377LWlpadGSJUtIKpXS0KFDSVdXlxISEhq8flPua8OGDSQUCunq1atNkm/Xrl2kr69PAoGAHB0dycHBgXR1devM9aBSqai6urpetj/DMJSenk46Ojo0Y8YMkkqlDV67qqqKIiMjKTExsVbE2rlz58jKyoqGDh1aIwSSYRgKCAggKysrCg4OJplMRpWVlRQWFkYmJibk6+tLDx8+bNHzZxiGQkNDSSQSUZ8+fejw4cON3ktj53v2U11dTQ8ePKCNGzeSm5sbWVhY0N69e2tco7KykqZMmUL+/v41+js1NZXWrl1LaWlpzy3P82LDhg2kr69P33777Su/tjqHTffu3cnDw4OioqJILpdTYmIizZo1iwQCAR0+fLjWc79//z6bz2rNmjW0c+dOEovFNVIxvMp7uHPnDvF4PNLR0SF3d/eXFpp+584d6tSpE82ZM6dW2K9KpaI///yTLC0tafjw4ZSdnV1DxpSUFPLz8yNdXV1avXo1KZVKUiqV9P3335OZmRkNHTq03rQH7/DqoVKp6M6dO9SlSxcyMDBodsDGs9i9ezebjuMNIRS/Crx+0rKbmxtbWNPb2/tVXbZecDgcODo6ws/PD5999hlCQkKwaNGi5zpXnz59wOVyERMTgzt37iAjI4N1w9QHdc2lvn37NrgrLSkpgUwmazI/Y9q0aZDJZEhKSsKwYcOwc+dOFBQU1OnTLy8vx9GjR9GmTRv06NGjTpP8hQsXwOfz4eHh0Whl4PT0dMydOxczZsyAg4MDe76qqiocO3aMLTb5d+LzggULWLeGUChEYmIivvnmG1haWmLx4sW1MjM/D4yMjKBSqfDgwQMUFhaCYZjnPtffZREKhfD09ES7du0wfPhwLF26FNu3b0fXrl3Rtm1btsifUCjEzz//DH9/f7i6uoKIEBISgi+//BKtW7duNNPui0ZJSQm4XG6zTOQvCnK5HBEREUhNTUVQUBC6dOnCpqDX09ODpqZmneUuPD09cfnyZZwSfT0AACAASURBVFRWVsLQ0BAhISHgcDgs3+9VQl15WqVSoaqqCoMGDWo2ub6paNWqFXx8fHDkyBHo6OigX79+EIlEUCqVyM7ORlBQEIgIY8aMqVFoVyqV4vjx47h+/TqmTZuGVatWsdbNSZMmISUlBV9//TV27dqF+fPnv5ax8A41oVAoEB0dDaVSiQ0bNmDq1KnPZTWUyWQ4c+YMhEIhBg4c+M6Ch7estMTfwefzMXToUPzyyy8IDg7Gxx9/3CSuy99ha2sLLy8vPHnyBGfOnEF5eTl8fHzqHWBEhMOHD+PgwYN48OBBvWnMGYaBXC4HwzBNMmUWFBRgz549+M9//gNbW1sQEbZt2wYAdSo8RUVFCA4OxpAhQ9C5c+cakzX9LzIuNDQUhoaGDdZaUsuanp6O4uJiWFhY1CAYFxQU4OnTpxg5ciRcXV1rHZufnw+FQoG4uDgsX74cUqkU/fr1w7Rp0+Dr6/tC6p55enriiy++gEAggJ+f30tZmNSlGz766CMsWrQI165dg4uLC3g8HjQ1NTFgwAAcP34chw8fxoYNG1BSUoIbN26gqqqqxdFvz4PS0tI6aza9CpSVlSE0NBSdO3eGl5cXqxynpqYiOjoaHTt2hFgsrjPNvVAoZJ+f2sVdVFT0yu+BiPDnn38C+GsOGD58+Et7jsbGxvD39wfDMNi7dy8OHz4MfX19KJVKZGVlwdLSEoGBgbVS9efn5+PEiRPw8PDArFmzatSy09bWxsKFC5GUlITDhw9j2LBhTXKdv8PLBZ/Px5AhQ+Dj4wNXV9fnnqtiYmIQGxsLFxeXd8/1f3irFR4AcHJygq+vL/bv349Tp06xxfuaAz6fj/Hjx2PBggUIDw9HRUUFnJ2d621fVVWFzMxMlJWVNUocVf/eFItEeHg4vv76awwdOhStWrVCeXk5KisrwePxakVpERGKi4uRkZEBkUhUawdx7do1bNu2DREREejUqRM8PDzqvGZ5eTmEQiFUKhVOnjyJ1q1bw83Nrcaka25ujs8++wzm5uZ1LgiampqwsLCAk5MTWrVqBW9vb7i6urIFNVsK9aI+c+ZM0P+qK78sqC0NQqEQDx8+rPF8fX19WXLpJ598gpSUFCQkJICIXktIZ0VFBbhc7kuzStQH+l9U5r1797BkyRLWIlFdXY1jx47h4cOH2LJlS5OsDcbGxuDxeP/H3nmHRXG1f/87uyzL0nsHQZRmRbCBWDEaNeZnjyYmmBhjmiV2TVNjfGwh1lhi0BiNJT6WSMSGvYEgKE1RQKQjddm+O+f9I8/OK9IWRBE8n+viStzdOXPv7Mw533POXZCXl/eiza4Gy7JcFOSQIUPg6+v7QqqCa/Hy8sL333+P8ePHIy4uDsXFxdDT00Pbtm3RuXNn+Pj4VFmF1T7jWmdld3f3as+TjY0N1q1bh+zs7BcWZURpGDweD25ubg0uRvs0hBD8/fffKCkpwaJFi5plQvUq8toLHoFAgHfffRd79+7F7t27MWnSpAY7PvJ4PAwcOBDOzs5IS0uDTCarM6IpNzcXjx49quLUWhPaatgCgQAZGRk15tLR7k2WlZVh7969sLS05LYOy8rKoFQqYWFhwYUjFhQUcJWVf/vtNxgbG6NTp05VBI9KpcKRI0cQGRkJQghCQkJqHBSzsrK4opJeXl7473//i88//7zaVp5IJOJWiGr6vm5ubvjll1/A4/HA5/O569KUS7BN3R7w/x2Oy8rKEBsbi/PnzyMiIgLZ2dmorKxEYWFhFcFjYWGBTz75BHPmzMGcOXNgYmKCBw8eAECzRHapVCoolUpERUXBwMCgSpXkF82TJ0+g0Wg4waJUKrF//36sXr0aISEhGDJkiE4htNp8JyUlJS/B6uowDANvb2+MGzfuhVcI1+ad6du3L3r37s1NgvT09Gp1etc6yaekpKC8vBw2NjbVPuPs7FxjpXVKy+XRo0e4dOkSDAwMMG7cuOY255XhtRc8ANCjRw906tQJDx48wM2bNxEcHNyg4xmGgaOjI0aNGoX169eDZdlaFTXLskhNTUVycjIXZltXu127doWVlRU2b96M9u3bw8zMDHp6eiCEQKFQoLi4GLGxsdi8eTNSU1OxZs0abqB4/PgxJBJJlZnbvXv3cPbsWRQWFsLZ2Rlz585F3759q9iRkpKCa9euQalUwszMDKNGjarVzsrKSly7dg3r16+Hu7s73nnnnRpnubUdr63E29ISnxFCUFBQgM2bN2Pnzp2QSCQwMTGBg4MDhg8fjqtXr1bzeWIYBh999BGuXbuGyMhIsCwLoVAIjUYDExOTl/4d+Hw+xGIx1q5dC0IIunfv/tJmgnK5HMC/fkTaJJ0bNmxAz549sXDhQri6uuo0AJuamoLH46G0tPRFm1wNgUCAVatWIS8vD8HBwS9NMDAMo/OkzMvLC4cOHYKBgUGtopoKndaFRqPBhQsXkJiYiClTpjTKTaO1QgUP/n3gJ0yYgHnz5uHixYuNmumamppixIgROH78OB4+fMjluHgWsViMc+fOIT8/X6fsx4MGDcKgQYPw119/QSqVonv37jAxMYFKpUJeXh6uXbuG9PR0dOjQAStWrMCQIUOgVquhVCpx7tw5FBUV4eOPP+ba69ChAxYuXAiRSIRevXpVc4bWOmJql+p9fX1rzd9gbm4OV1dXhIeHo02bNvj+++/h6emp6yVr0SgUCuzcuRO//vorAgMD0adPH3Tu3Bl+fn6Ii4tDdHR0jYM2n8/Hpk2bcOrUKahUKhw4cAD//PNPswgeb29v6OnpwdPTEyEhIS912dvR0RFmZmbYtGkTfv75Z6hUKrz11luYP39+rckM5XI5UlJS4Ovry4lJoVAIhmEglUpfmu1atKs79SUEbS60/k6DBg1qblMoL5GCggL8888/4PP5mDhx4gvdwm9pUMHzP4YOHYo5c+bg9u3bKC8vb3D+HIZh0K1bNwwYMAAZGRn4+++/8eWXX1YZ8FiWRXR0NA4fPgxAt8Rv1tbW+Oabb+Ds7Ixz585hy5YtUCqVEAgEsLW1RceOHTF16lT069cPrq6u+OqrrxAUFITi4mL8/vvvcHBwqJJ63crKCpMmTar1fAqFAmlpaSgvLwcAhIaG1ir+TExM8PHHH8PPzw8+Pj7o06ePTteqpUMIQXl5OX777TeEhIRg9erVnL+RSqXCnTt3UFhYiODg4GqrXQzDwMTEhPtNzpw5A0JIvRFwL4KpU6fC2toaHh4eCAwMfGnnZRgGTk5O+OGHH3Dx4kWYmJjAz88PgwcPhqOjY63HXb9+HUuXLsUvv/zCOb+r1epXIoEihfIqoFQqcfr0aURFRWHSpEnPnbC1tdFsgqeoqAg8Hg+Wlpa1/iAsy6K4uBg5OTlcJI9QKIRAIOAyNjfVj+ng4IAuXbogMzMT6enp6NatW4PbMDMzw+DBgxEREYEbN27g1KlTePPNN7n3Hz9+jMWLF0MgEKB9+/YoKyvTqbP28vLCkiVLEBoaCrFYzCXOMzQ0hJWVFZfsjGVZnDlzBkePHuVquqxcubJGZ8XaYFkWLMuCYRgMHjy4zu0shmEQEBBQbwRXayQjIwOlpaUIDAys4lydnZ2N06dPw8vLq5rzdk2wLNtsA7abmxtmzJjxXEkYG4tIJMI777yDYcOGQV9fH8bGxvU6/J44cQIpKSlV/FDEYjFYlm2WFTIK5VWCEIKzZ89i+fLlcHZ2xsSJE+lz8QwvXfCwLIsbN25g7ty5cHFxwZ49e7gMuCzLoqysDFevXkVUVBSuX7+OnJwcqFQqAP8OsNpOUSQSITY2tkYnvMagp6eHgQMH4tdff8WDBw/g5+fX4EGAYRgMHz4cO3bswLlz57BkyRJ4eXnB0dERd+7cweeff460tDR89dVXyM7Oxr59+6pkJ64LExOTepfOeTwegoODceDAAQwePBhLly5Fhw4dGhQ5YmhoiGnTpmHgwIHw9vbWOUPz60ZeXh5EIhFsbGy4+1etVuPs2bO4evUqVq5cWaUsQm005+qE1n+quc6tr6+v8/1VUVGBhIQEBAQEVPFJyMjIgFqt1ml7mEJpLWjHDaVSiYqKCty6dQuHDx/GkSNHYGpqigULFqB79+4vNGqwJfLSBc+jR4+wYsUKXL9+HWq1GvPnz4dcLkd+fj7S0tJw//596OnpwdjYGEZGRrC1tYWbmxs6d+4Md3d3WFpacgUbm3Iw5vF46NOnD1atWoWHDx9Co9E0KtmToaEhli1bhoyMDMTHxyM4OBj29va4d+8ejI2NMW3aNMybNw9Lly6FUqmERCLhojs0Gg1Ylq1SeqCh/Pzzzxg7diwCAwNhZmbWKNHm6OjIbS3Q5dCaMTAwAMuyXEkDALhz5w5WrlyJvn37YujQodDX1wchBDKZDAUFBbCxsWlxztmvCrm5uSgtLcWwYcO4e1Iul+Po0aOQy+V44403mtlCCuXlkp2djffeew/379/nCpiGhIRg1qxZ6N27d3Ob90ry0gWPQCCAt7c3njx5ArlcjlOnToHH40EoFMLW1hY+Pj5o164dOnbsiA4dOqBdu3ZNUj+rPhiGgbu7O0xNTZGVlcVVPm9MO71798b69euxaNEi3L17FzKZDAMHDsSkSZMwZswYCAQCODo6wtDQEElJSXBxcQEAJCQk4N69exg9enSjfTpMTU0xbNiwRh379Heg1I2VlRUUCgVKSkpQUVGBuLg4LFiwAHw+H1OnTuUqUCsUCuzZswf79+/HDz/8gKCgIK4N8r/6WoSQF1LFuDUhEAjA5/ORnp6OyspKMAyDEydOIDIyEt7e3hgxYkRzm0ihvFQYhkHPnj0xbtw4uLu7w9PTE+3bt6f9dx28dMHj5OSExYsXIzs7G1KpFEqlEgzDwNDQEBYWFrCzs4ORkdFL/9G0EQ3u7u7Izs5utODR8uabb4LP52POnDkoKirCiBEjMHr0aG5g8/Hxgbm5OY4fP46hQ4dCqVTizz//xO3btzFixIhmcWKl6I6LiwssLS2xZ88exMTE4Nq1a1Cr1Vi6dCmGDh0KHo8HQgjy8vIQFhaG/v37w8PDo0ob2kzahJCXnvyvpWFvbw9vb2+cPHkSM2fOBMMwuHr1Kng8HpYvX05LIlBeKxiGgYuLC5dJn6IbL13wMAwDKyurapl/XwUMDAzg6uqKrKwsVFZWPldbPB4PAwYMwJIlS7Bw4UL88MMPMDMzw/jx48EwDLp37w5PT08cPXoUn3zyCSwsLJCUlIQePXrQ2f4rjvYeXrRoEcLCwnDlyhUEBQVh+vTp8PPzqyJWy8rKuNpqzwpoqVQKhUIBkUj0QipstyaMjIywcOFCSCQS7N27F4QQBAQEYOHChQgJCWlu8ygUSguA9rJPIRQK4eTkhJiYmCbJ66Gvr48xY8agpKQEy5Ytw6effgqxWIzQ0FCYmZlh1qxZmDx5MsaPHw8fHx/cuXMHc+fObXCmZ8rLRyAQYPLkyRg9ejQXVm5oaFhtZdLJyQm+vr7YsmULzMzMEBoaym3R5ubmoqSkBO7u7tS5UAd8fHywa9cuSKVSEEJgYGAAY2PjWrMMUygUytPwv//++7rer/PN1gYhBImJiYiMjMSECRPQpk2b5+pItVEw3bt3h6WlJa5fv46///4bhBD4+vqiU6dOcHZ2RkxMDPLy8jBhwgSMHj26xoFTKpUiPz8fhoaGNJHUK4D2t9UWstTX16+10KWvry+uXr2KP//8Ezdv3gSPx0NhYSEOHDiA06dPY8KECRg8eDAVPfWgjewyMjKCsbExRCJRs4TUUyiUV5qltb3B1BMW+1pl9NJoNNi1axc+/vhj7N+/H2PGjGlScXHkyBEsX74c6enpGDduHD777DN07twZYrEYFRUVsLGxqdGXo7i4GDt27MDVq1fxyy+/0BDcFoZGo0FCQgK2bt2K8+fP4/Hjx1AoFDA2NkbPnj2xefPmJs0pRaFQKK8xtXakdEvrKfh8PiwsLCASiZCbmwuNRtOkguftt9+Gvb09NmzYgEOHDiE5ORmhoaGYMGECXF1dazzm0aNHWL9+Pf744w98/vnn1DmzBcLn89GtWzesXr0aMTExePjwISQSCSwsLNC7d294eHhQsUOhUCgvGLrC8wwREREIDQ3F559/joULFzZ5fSGWZZGbm4t9+/bhp59+gkajQc+ePTFx4kQMHjyYS2SnUChw+fJlbNy4EdeuXcPXX3+NDz74oMElLyivHk8nm6RCh0KhUJoUusKjK0KhEAYGBqioqADLsk3ePo/Hg5OTE2bOnIkhQ4Zg6dKlOHXqFC5fvgyhUAh7e3uYm5ujoKAARUVFsLKywi+//EJD1VsRVOhQKBTKy4cKnmfQ19d/oYIH+HfAEwqF6Ny5Mw4dOoS4uDgcOnQI169fR0lJCQoLC2FqaorRo0fjww8/RLt27bjjKBQKhUKhNBwqeJ5BIBBAX18flZWVL7zO0dNRXN27d4dGo4FYLIZCoYCZmVmTb6dRKBQKhfK6QgXPM/D5fOjp6UGhULz0wo58Pp/66FAoFAqF8gKgiT+eoTkFD4VCoVAolBcDFTzP8LTgoVAoFAqF0jqggucZeDweeDweV8WaQqFQKBRKy4cKnhqgQodCoVAolNYFFTzPoBU7VPRQKBQKhdJ6oIKnBqjYoVAoFAqldUEFzzNoNBqo1WoIBILmNoVCoVAoFEoTQQXPM6hUKiiVShgYGNDMxhQKhUKhtBKo4HkGuVwOqVQKU1NT8Hj08lAoFAqF0hqgI/ozVFZWory8HDY2NuDz+c1tDoVCoVAolCaACp6nYFkWT548QWlpKVxdXangoVAoFAqllfBaCB5CCNRqdb3RVzKZDBkZGWBZFu3ataOOyxQKhUKhtBJaveAhhKCgoACbNm3C48eP6/ysWCxGXFwcbG1t4ejoSJ2WKRQKhUJpJbR6wQMABQUFWLt2LS5evAiVSlXjZwghKCoqQmxsLDp06ABra2sqeCgUCoVCaSW0esHDMAwsLS3h5uaGrVu3Yv/+/ZDL5dW2t1iWxdmzZ5Gfnw9/f3/Y2to2k8UUCoVCoVCamlYveADA3t4ec+bMQUFBAebNm4fJkyfj8uXLVVZ7kpKSsGHDBjg6OiIwMBDGxsbNaDGFQqFQKJSmhKnHkbdV1FjQOi1fuHABCxcuRHJyMoRCIezt7eHh4QGlUomEhASUlZXhnXfewfr162FhYdHcZlMoFAqFQmkYtfqivBaCRwshBBUVFfjtt9+wb98+FBUVQSaTgRACQ0NDBAUFYeXKlXBxcaH+OxQKhUKhtDyo4HkaQgjEYjGSkpKQlZUFlmXh6uqKgIAACIXC5jaPQqFQKBRK46CCh0KhUCgUSqunVsHzWjgtUygUCoVCeb2hgodCoVAoFEqrhwoeCoVCoVAorR4qeCgUCoVCobR6qOChUCgUCoXS6qGCh0KhUCgUSquHCh4KhUKhUCitHip4KBQKhUKhtHqo4KFQKBQKhdLqoYKHQqFQKBRKq4cKHgqFQqFQKK0eveY2gEKhUJoabY1AlmVBCAEhBDweDzweDwxTa6mdWttpyDEUCuXVhAoeCoXS6igtLUVGRgbu3buHgoICKBQKuLq6IiAgAC4uLhCJRHUeTwiBWCxGZmYmrKys4ODgAB6PLohTKC0ZKngolFcIlmUhlUrBsixMTEzoykIjKC8vx/Lly7Fnzx5oNBoYGRkBAIqLi9G2bVvMnDkTEyZMgJmZWa1tyGQyhIeHY+XKlXjvvfewbNkyGBoavqyvQKFQXgBU8FAorwCEEDx58gRHjhzBjRs3oFKp0LFjR4wfPx7u7u7NbV6LIi0tDXv37sWAAQMwevRoGBsbAwCysrKwa9cuLF++HGZmZhg7diz4fH614wkhiI+Px08//YSCggLI5XJua4tCobRcqOABoNFoGry3T6E0FYQQZGVlYc6cObh27Rratm0LkUiEf/75B8nJydiyZQu3StHUqFQqJCQkICMjA76+vvDy8oKeXsvuFpydnWFubg5TU1NMnDiRe12tVqNjx46YPHkyjh49ir59+8LBwaHa8Wq1Gr/++iuysrIAAI6OjjUKo9cBlmVx5MgRFBUVYcqUKRAKhc1tEoXSaFp2z/acaDQaHDhwAMuWLUO3bt2wefNmWFhYNLdZlNcIQggKCwsxfvx4FBYWYunSpRgzZgwEAgGSk5NRXFys01YKIQTJycn473//i/LycnTr1g1vvvkmzMzMavU9IYTg9OnT+OCDD6BSqaCvr4/Nmzdj7NixLdpfxc7ODocOHYKBgUGV1/l8Prp06YI333wTUVFRyMvLq1Hw5Obm4sCBA3BwcIChoSFsbW1fW8EjlUpx4sQJ3LhxA5MmTXqtBI/W2V0sFuP69euIiIjA/fv3YWRkhKCgIIwZMwbOzs7g8/l0stxCeG0FDyEEt2/fRlhYGMRiMS5fvow1a9bgxx9/bG7TKK8R+fn5+Oijj5Cbm4uwsDCMGTMGwL9RQT169OD+vz4kEgkOHDiAP//8EwzDYOfOnfDy8sKKFSsQHBwMfX39asdIpVJ8/fXX0NfXR2hoKB4+fIjo6GjOhpYKwzDo3Llzja8bGhqiY8eO+OOPP1BRUQFCSLXr+8cff4BhGEydOhUjRoyAm5vbC131YlkWCoUCBgYGr9zASQiBWq2GUqlsblNeKoQQSKVSXLhwAatXr0ZsbCxMTExgZGQElUqFM2fOYNOmTVi0aBHGjx8Pc3Pz5jaZogOvreCRSCT4+++/kZaWhp9++gk2Njawt7dvbrMorxGlpaVYvXo1bt68ie+++w5jxoypMuA1ZPAzNDREaGgoxo8fDz09PRw7dgw7d+7EvHnzsG7dOgQHB1cbtM+fP4+kpCQMHz4c33zzDfh8Pvh8fote3dFS27UTCASwtraGTCZDZWVlNcGjVqsREREBc3NzDB8+nBOdL5KEhAScOnUKo0aNgqen5ysnel5HKisrsWnTJoSFhcHa2hpTp05Fv3794O7ujoqKCly6dAl//fUXvvrqK2RmZmLevHl0d6AF8FoKHkII8vPzcfDgQfTo0QP9+/dH27Ztm9ssymuERqNBZGQkDh48iOHDh+Ojjz56roGOx+NVuYfbtm0LFxcXfPPNN1i5ciW8vLzg4ODAnYNlWezatQsGBgYICQmpM2KptaHdnmJZttp7WVlZePjwIRwdHdGxY0fudZZlER0dDVtb2ybtK9RqNf766y+sXbsWarUaS5YsqfeYxMREEELQqVOnJrOjNliWBcuyUKlUr43jtkKhwKZNm7Bq1Sr07t0b8+fPR8+ePatsLffq1Qv9+vXDN998g40bN8LExARfffXVa7Xl1xJp+VO5RsCyLKKiovDo0SOEhITA2dm5uU2ivGZkZ2fjzz//hEAgwOzZs5s85FlfXx9vv/023n//fURHR+PPP/+sMmDdv38ft27dgpGREd58880mPferjEajQVlZGfT09GBoaFhNZMbHx0OpVKJr165VHMUfPHiAqVOn4sCBA01qj0wmQ25uLpRKJe7fv6/TMXPmzMGMGTOQmJjYpLbUBCGE23J7XThy5Ag2b94MHx8fbNy4Ef369av2fOrr6yMoKAjr16+Hubk5tm3bhoiIiGayuG4IIcjJycG6deswadIkTJs2DXfu3Glus5qF11LwKBQKbN68Ge7u7ggMDIRAIGhukyivERqNBtHR0Th79iwmTZqE9u3bv5BtDENDQ0yYMAE+Pj74+eefIZPJuPfOnz+P0tJS+Pv7w83NDcD/d9JszUilUiQnJ8PJyQnm5ubVrntmZiY0Gg28vb251+RyOWbOnIns7GyYmJg0qT1GRkYYMGAAbG1tIZFIdDrGysoK0dHR2LdvHzQaTZPaUxs1rYY1N2q1Gunp6cjKymqSFShCCB48eICdO3dCoVDg119/hYeHR61bvDweD506dcL69euRl5eHPXv2IDs7u9Hn1mg0UKlUUKvVTfYcEkKQnp6O0aNH47vvvsPx48exe/duvPvuu3jy5EmTnKMl8VoKnoiICCQnJ6NHjx7w9/ene+avCIQQlJaWcr4VrRFCCMrLyxEeHg57e3sMHTpUp5BztVqNyspKyOVync/FMAy8vLwQEBCAoqIi3Lp1C8C/g1dMTAxkMhmGDh0KHo8HQggyMzORmZnZaq+9UqlEZmYmLl26BFdXVxgYGFT7rqWlpWBZFjY2NgD+FUhr1qzBhQsXYGhoCF9f3ya1iWEYtG/fHubm5lUEaV1s3rwZjo6OOH36NOLj41/478UwDGQyGVem41WAEILU1FQMHToUAQEBOHz48HOLMo1GgzNnziA2NhaLFy+Gl5dXvWMDj8fDG2+8gTFjxuDy5cu4efNmg0WoSqVCRkYGjh49ig0bNuD333/HnTt3UFJSArVa/TxfCRqNBl988QXS09MxZcoU/PXXX+jduzdycnIQExPzXG23RF47Hx6ZTIbt27fD0tISb731Vr0p5ikvjydPnmDTpk3Q19fHvHnzaowsag0kJyfj4sWLGDduHHx9fevtVPPz83H27FkkJyfD1NQUffr0gb+/v073LsMw8PX1hYGBAe7cuYN+/fpBIpEgNzcXGo0GvXr1AgCIxWLMmTMHCoUCx44da/G5eJ5GpVIhMTERFy5cwPnz53Hnzh3Y29vj3LlzaNeuXZXw9adrcJWXl2P//v3Ytm0bVCoVBAIBbG1tm9Q2hmEglUqhUql0Xj0yMTHBl19+ia+//hpnz55Fhw4dqoXgNxXaVT+pVAqJRNKk0UhKpRIMwzR6hb2wsBA5OTkICAhokuSQ+fn5iIyMRJs2bTBy5EidUxGIRCK8++67OHnyJE6ePIkBAwbA0tKy3uMIIdzztmnTJty7dw9WVlZQKpUghGDQoEF4//330atXr0ZfI7FYjLt372Lq1Kn4+uuvYWRkhAMHDuDu3bv1BicQQnDr1i0UFhZCIBBAIBCgbdu2cHV1bbGLBK2nV9ORixcv4tat2Vy0GwAAIABJREFUW+jSpQsGDBjQ3OZQniI9PR3Hjh1DRkYGxo8fj/bt2ze3SS+E/fv3w8DAAEFBQbCysqrzs0VFRVi/fj22b98OAwMDVFZWwtXVFV999RXeeecdnWpCCYVCMAyDu3fvAvh3FUMikUAoFMLLywsAkJGRgczMzFYXaSKVSjmfjKSkJFRUVMDZ2RnDhg2rcbuiQ4cO4PP52L17N65evYpz586hbdu23GrQi3DuLiwshEwmQ5s2bXT6PJ/Px5AhQ/Dbb7/h6NGjGDVq1AvbFlWr1dwWS3Z2NpycnJ67zYqKChw6dAg3b96EUCjEsGHDMGjQoAZNcAghqKyshJGRET777DOMHj36uXIlEULw6NEjXLt2DZ999hns7e11vp58Ph8dOnRAr169cObMGTx58gQWFhb1Hq/RaLBhwwZs2bIFVlZWWLp0KXx9fSGXyxEbG4vbt28jNzf3uYScSCTCzz//jJ49e8LIyAiFhYW4c+cOjI2N612tJIRg48aNOHfuHCd4PD09sWrVqioO/S2J10rwKBQK7N69GzKZDFOmTGl1nXtLRyaTQS6Xo6KiAqdPn26VgketVuPvv/+Go6MjAgIC6uwU1Wo1Lly4gG3btmHgwIGYPXs2JBIJVq5ciXXr1sHX1xc9e/as9fjS0lLs3bsXO3bsgFgsRnFxMYB/r7NSqYShoSG3MpCWlob8/Hz4+fm12Nnbs6hUKkRGRuLrr7+Gm5sbgoKCEBUVhZEjR2LZsmUwMzOrNkgOHToUw4YNw8GDB3H79m0MGTIEixYtwsyZM1FQUPBCEhBmZ2dDLBYjICBAp88zDAMXFxeMGzcOK1aswJkzZ+Du7v5CfBG1TssA8OjRozrvN12QyWTYtGkTNmzYALVaDQMDA8TExMDCwoJbbdTVLqlUCj6fDyMjIwgEAk6UpaWloXfv3g1a9VKpVLh16xb4fD78/f0bHERgZ2cHf39/nDlzBg8ePEC7du3qfY5+/fVXrFmzBp6enli3bh38/PwgFApBCEG/fv1QUlICExOT5/pdDQwMMHbsWAD/XrP9+/dzDvj1iVeGYbBgwQKMGTMGubm5uHjxIo4fP45vv/0Whw4dapHJOF8rH57o6GjExcXBw8MD77zzTnOb0ywQQqBUKiEWi6FQKF6ZPXkAVXwELl++3MzW1I02IVt2dja3lK2L02liYiLy8/Ph4OAAHx+fOtsvKSnBTz/9BHt7e8yaNQuBgYEICQnBqlWroKenh7///rvGc0qlUmzYsAF9+/bFggULkJiYCJZl0a9fPwD/biWo1WquU5dIJLhx48YLG9AbS0xMDJKTkxt1LCEEGRkZWLRoEZycnDB9+nQkJCTA1dUVM2fOhJWVFfT09KoNSubm5ti5cycePnyIxMRE/P777+jWrRvXZlM778rlcqSnp4NhmAYN+CKRCCEhIfD09MT27du5JIqNQfu95HI5ZDIZNBoN15Z2hQeATpE9WVlZCAkJwaBBg3Du3LkqDrgsy+LkyZPYsmUL3NzccOvWLVy8eBHTpk2rMeN1fTzrK8OyLG7evInJkydj9+7dDYosU6lUiImJgZubG9q0adNg0W9gYMCtBMbHx9d5nxBCcPLkSfz4448wNzfHr7/+ih49enAh7QzDwMDAAI6Ojk1WQJgQgps3byI8PBy2trZYsGBBvVta2u3wt956Cx9//DE2bNgAFxcXXLt2rcVGeb02godlWVy/fh05OTn49NNPW61/SF2wLIusrCwsW7YMPj4+mD9/foOcYF8G2s7xZYTcNhZCCCQSCfbt24d+/fph7NixGDlyJKZPn15vRtrExETo6emhQ4cO9ebsiIiIwO3btzFq1CjOuZ7H46FLly4YN24cjh07hsLCwioDnVwux4wZMzBnzhyIxWKEhITAw8MDQqGQEzzm5uYwNjZGYWEhkpKScO7cORw7duyVckoFgBkzZmDevHmNOpZlWezevRtisRgffPABjh07hvLycnzxxRd1rhxqszG3adMGbdq0gaGhIXg8HkQiERiGqVcQymQylJeX63wd79+/j/j4eAwZMkSnbZCn7ezUqRP69++PlJQUHD58WKfjakKj0eD8+fP48MMP8e677+LEiROc6FEoFJxwiI2NrbctbfmF+/fv46OPPsKuXbs4MZaVlYWdO3eCz+cjLCwMrq6uaNu2LaZMmQJXV9cG2fxsRKH2325ubvD09MS5c+dQVlbWoGuQk5MDS0vLRm1bMgwDOzs7WFpaIiUlpU7B8/jxY/z888+QSCTYvn07vL29X2iyT0II8vLysHHjRuTk5GDjxo2wtrbW6Vhtn6OnpwcbGxsEBgZCKpXi6tWrL8zeF8lrI3hkMhkePHgAlUqFwYMHN7c5zcLjx4+xePFiHDhwAGZmZjhx4gQSEhKa26waKS8vb24TakUsFmPjxo2YM2cOLCwsMGfOHAwcOBCRkZH15lLJycmBnp5evUveMpkMW7duhZubG4YNG1bFV0coFKJXr15c4c+nO/579+4hMjISHh4e+O233zBp0iSoVCoEBgZye/YODg7o27cv+Hw+Jk6ciPnz5+PBgwcAUK9gI4SgoKAAeXl5Vc5bXl6O27dvo6ioqM7jG4JAIEBlZWWjjtVoNPjrr7/g7u6OR48e4ezZsxgwYACmTJmik6hgGIb7A4BOnTpBrVbXO4hu27YNq1atQk5Ojk52qlQqODs744MPPmhwAIWhoSFGjhwJZ2dnbNmypdHX6saNG5g2bRpiY2ORkZGB2bNnIzU1lbNPe0+kpqbWe3+EhIQgLCwM27dvh5OTE77++mv8+OOPSE1NRUREBK5cuYLQ0FB07NiRK9j89HVuKIQQyGQyJCYmYteuXViwYAEePHiAkJAQmJqa6twOy7IoLCyEsbFxo3NimZmZwcTEBNnZ2bUKXoVCgePHjyM2NhZffvklgoODn3sFhxCC3NxcXL9+vcZIP6VSiQMHDuDcuXOYMWMG+vTp0yiBpS13o1QqX+kJaV28Nj48YrEYJSUlsLW1haWl5Uv3U1AqlWBZlnMgbWpYlsXVq1dhY2NTazhlTk4O5HI5vv32WyQlJWH37t2NzhtRmw3Jycm4desWBgwY0GBv/qc7iZeZX4RlWZ2jkqRSKcLCwhAWFoaAgAAsXboUPXr0wLVr1zB9+vR6Bx2xWAw+nw87O7s6PxcdHY3ExET83//9H/z8/Kq9365dO9jZ2SE2NhZvvfUW93pBQQFUKhW8vb3h6uqKn376CeXl5Zg9eza3OqGnp4dPPvkEIpEIly5dAp/PR8eOHXHp0qV6VyfS09Oxbt065OXlYe3atfDw8EB6ejo2bdqEK1euwN/fH+vWrWvyRIqNIScnB2KxGIWFhbC1tcXSpUthbGzcqLbGjh2LvXv3Ii4urs6tyO3btyM/Px8eHh746KOP6m3X19cXq1evhp2dXaMi43r27ImuXbsiMjISUVFRePvttxt0vEQiwbfffguNRoOwsDCYmZlh7dq1nHBVKpVQKBTQ19fHkydPkJqaii5dutTaXvv27dG+fXuoVCpYW1tj3bp12Lp1K27evImcnBx4e3tj1KhROv8OGo0GR48eRXZ2NqZNmwaRSASWZSGRSFBQUACJRIKtW7dCLpfj7t276NixI3744YcGR+BqhZNAIGh0hKK+vj4n0mt7hrKzs3H06FG4u7vj3Xfffe4tZJVKhcuXL2PHjh1ISkritse0aKsKbNy4Ee7u7ujbty+kUikyMjKQkpKCdu3aNchvz93dHRqNBvn5+c9ld3Px2gge7YNramr6XMuHhBAuYZOVlVW9bSkUChw6dAjh4eEQCAQ4fvz4C9lOy8zMxHfffQdDQ0P8/fff3OsqlYpbiu/cuTN++ukn2NnZ4d69e2BZtkmLAmo0Gly9ehXLli1DSEgItm3b9sLCZZsCuVyOTZs2QS6XY/bs2fXmw1GpVNi+fTs2bdoEHx8fbNq0CZ6enuDxeOjZsycOHjxYb9kBtVoNHo9X77L5sWPHIBAIEBISUqN4cHR0xNy5c+Hq6lrlHhQIBGAYBvfu3cP333+PqKgoTJs2rdpM0tnZGbNmzcJ7770HhmGQkJCAO3fuICEhAUqlstZOPyMjA1FRUUhLS4Ofnx8+++wzrF+/HuHh4VxG108++QRdu3at8/vpglqtBsMwUCgUSEhIwI0bN2BgYIDQ0NB6nyGGYdCuXTskJCSgbdu2WL58OTp16tToyUa3bt0wc+ZMLkljbYwcORIbNmxARkYG91pRURGUSmWNTqIikQju7u6Nsgn4N3HhqFGjcObMGezZswcjR45s0He8cOECbt++jdDQUC4nk5ubG7flIZPJIJPJEBAQgISEBJw/f75OwaNFIBDA398fP/30Ezp16oRly5ZBrVajZ8+eDfKRuXz5MubOnYuysjIcOnQIAoGA68vz8/MhkUhw+fJl9OzZE2vWrMGgQYPg6ura4D6WYRgIhUKo1epGT7a0k6faRIxGo0FcXBxu3LiBb7/9Fi4uLs81+dVoNIiKisKcOXOQmprK1fp6FoVCgdzcXJSWlnLuHDKZDFKpFDNmzEDXrl11tsPMzIwTh9pUDS0K7d5nLX+vLCzLEpZla3xdqVSS0tJSkpKSQvLz84lKpSK5ublkzJgxxNXVlRQVFdV4bH3nKykpIZMnTyYWFhbE0dGRzJs3jxQWFtbalkajISdOnCBt27YlPXr0IN98841O52VZlqjVap1tZFmWhIeHE2tra+Lk5MQdJ5fLyfjx48mQIUOqtfXZZ58Re3t7cvDgQZ3OUde5FQoFZ29lZSWZPn06MTQ0JHfv3m1QW+fOnSPt27cnAEjbtm2rnUelUhGxWEwkEglRq9VV3tdoNOTBgwfk0KFDpLKyUqfzicVi8v7775MhQ4aQhw8f1vlZtVpNDh8+TNzc3Ii3tzd5+PBhg+8hQghZtGgRsbKyIlFRUbV+RiaTkS5duhA7OzuSnp5ep00ajaaKHUVFRcTX15fw+XwiFArJkCFDSEpKSr22xsXFEX9/f8Ln88nOnTtr/ZxSqST37t0jTk5OpGvXruSXX34hpqamZM6cOWTcuHHEysqKHD58uM5z1YT2PlIqlUSpVBK5XE46dOhA7O3tycCBA4mZmRkxMDAgJiYmJCYmRqf2kpKSyObNm0l8fDxRqVSN+r2ete/Z++5Zzp07R/T19cmsWbOITCYjq1evJnZ2dsTJyYls2LCh3uMbQ2lpKbGzsyOenp713sdPw7Is+fzzz4mpqSmJjo6u8TOnTp0ibm5uZPPmzcTCwoIMGTKEqFSqBp3j+vXrxMjIiAgEAmJqakrmzZuncx9cUFBAPvjgA9KuXTtiYWFBTE1Nibm5OXFxcSFubm7ExMSEbN26lZSXlzfIrmcpKysjnTt3JqNHjyZ5eXmNauPMmTPEw8ODvPnmm0Qul1d7XyKRkOnTpxMvLy9y6dKl574fo6OjiaOjI2EYhvTo0YPcu3evWpssyxK5XE6OHj1KvvjiCzJ58mQyefJksmjRInLmzBkiFosbZMfdu3eJnp4eGThwIBGLxY22/wVTq6ZpsSs8ycnJKCkpQceOHbkU8dpU43/99Rd27tyJx48fw9DQEGFhYRgzZgwsLS2Rn5+P0tLSevOfPEtlZSXmz5+Pw4cP44033oCFhQX27NkDKysrzJo1q5oDKvmfo9i2bdvg4eGBbdu2wc3NTSclrQ0B7N+/PxwdHev9vEajwa1bt1BSUlLFGS0pKQnx8fHIz8+vUhVarVYjLi6Oc85sLIQQpKSkYM+ePXjrrbcQGBgIQ0NDDBs2DMePH8f27duxfv36Or+zRqPh9vKfpqaUAX/99ReWLVsGGxsbLF68GAMHDuTCUTMzM/HZZ5/h7t272LdvH/r376/Td9Cmc69rVkcIQWJiIlatWgU+n4/w8HC4u7s3anZmbGzMzZBqIzU1FcXFxfDw8KhzRaGmmaSVlRVWr16NjRs3wtPTk3PSrc/Wrl27Yvr06di4cSMKCgogl8trXJ0TCARo3749bG1tcffuXSxfvhwDBgzAF198gT179uDUqVN4/PhxneeqifT0dISHh8PQ0BB8Ph9ZWVnIzMyETCYDj8dD9+7dIZPJoKenV6XsQ20wDAMfH58q20/PM5tmGEanVQPtjFcul2PHjh1YtWoVzM3NUVJSgl27diEwMBD+/v6NtqMmzMzM0KNHD9y6dQvJyck6FzfVaDS4e/cuhEJhjSty5H/bIVKpFAEBARg0aBBiY2MRFxencxV5sViMNWvWcCHOaWlp2Lp1KyorK7Fs2bJ6nWdtbGwQHh5exSaGYaDRaLBv3z7MmTMH9vb2DfLXqQ19fX1oNJpGrfBoA0IKCwsxevToGlf+FQoFLl++jPbt2zcqEuxpMjIyMHnyZOTm5sLFxQVLly6t0S9Qu3I1cuRIjBw5ssa2GmKHtk9Qq9VQKBSN3iJuLlqs4Pnxxx/xzz//4P3330dwcDCEQiFXkDEuLg6dO3fG0KFDcf/+ffz6668YP348PD09IRAIEBkZiS+++ELncxFC8M8//yAiIgL9+vXD7t27oVarYWpqij/++AMff/xxjYInJiYG8fHx+PHHH2v1Z2FZFo8fP0ZZWRm8vb2h0WiwaNEiREREYPXq1Tr5AajVari4uMDExKRKTZnr16+jqKioWvjt7du3kZycjO7du9ebfOr+/ftgWRYeHh7Vli+Liorwn//8BxcuXODyczAMg969e8PFxQUnTpzA0qVLaxQvhBCkpaXh0qVL6NSpE3r27Ak9PT1uK6WmMNVDhw7BwMAAOTk5WLx4MXbs2AE/Pz+IxWKEh4cjPT0dK1asQGBgYL3XDPi3w3/8+DEsLCzq9DmRy+XYv38/MjMzsXLlyufKVePg4ACWZet0ak1NTeW2ERp6HoZhMHz4cAwfPrzG97WVr7WdujahGMMwGDlyJB49eoSTJ09ixIgRtVbj1pasiI+PBwC8++67aNOmDaytraFWqxtVo+f+/fs4fPgwysvLoVarIRAIIJfL4erqip9//hn9+vVDRUUFeDyeTqU4tHY2BrVaDYlEgvLyclRUVEChUEAkEsHT07Ne/w6pVAqGYXD//n3ExMTAyckJ27Ztw759+7Br1y7cvn0bfn5+TRqVwzAMOnTogCtXrujsLA3862gukUjg5ORU4/fSBno4OjrC1NQUoaGhOH36NE6fPo1u3brVey20/jeXL19GcHAwFixYgLKyMjg4OGDXrl0wNzfH4sWL6xw0axrAtf8VCoVQqVRQqVQ6f+fa4PF4sLKyQmVlJaRSaYOPl0qlSE1NhUQiQVBQULXJCPlfZOf9+/fRt2/f58rYXVBQgIULFyItLQ0ikQgTJ05EYGBgnffU8ziFFxUV4c6dO3BxceGutTZ6q6XRYgWPv78/YmNjsW/fPuzZswdCoRAlJSVwdXXF/PnzMXr0aHh6eiIjIwMPHjyAvr4+evXqBScnJ/z++++YNm1avWHBWp48eYKIiAjO4VebG+HTTz9Fjx49anSOU6lU+P333+Ht7c1FxNSERCLBjBkzYGlpiRUrVuDKlSs4evQoNwjpgoGBASZPnoz9+/fj4cOHkEgkkMvluHLlCsrKyqoUh0xJScEPP/wAtVqN999/v87OhhCC3377DdHR0fjoo48wbtw4bparUqlw6tQpnD17Fp9++mmVitvW1tbo06cPduzYgQsXLmDUqFHV2i4sLMTatWtx+PBhrFu3Dj179oRIJOJ+Ew8Pj2rHLFy4EABw5coVLF++HCtXrsS2bdtw/vx5HDhwAO+++y7Gjh2r00xcLpcjPz8fycnJCAgIwOnTp2FgYIBx48ZV68hlMhmOHTsGOzs7mJmZQaFQgM/nIyMjAxkZGVAoFLCwsEBAQEC9PktdunSBSqWqM4/Fw4cPoVAodPKVqAuNRoPCwkKkpqbi3r17ePToEcrLyyGXy6sIHm3ituzsbJw9exaTJ0+u16nawcEBfD4fvXr1wqBBg7hkeNrcRA2lf//+2Lp1Kyd4SktLMX/+fLRv355zxG1oWQOWZSGVSiEWiyGVSrnvrVAouCSXWh+ViooKlJSUoLi4GOXl5RCLxSgvL0d5eTkUCgWMjIwwe/Zs/N///V+d59TWP4qJiYFIJMK6devQrVs3PHnyBBs3bkRaWhpkMpnOok1XbG1toVKpGhTdWFlZyTkX10RpaSliY2PRoUMHWFhYICgoCO3atcP58+cxYcKEehODPnz4EHv37gUhBN999x2MjIxgbGyMBQsWgGEYbNu2DTwej5uMNtTfj8/nN3pFpqa2nJ2dER8fj4qKigYfn5ubiytXrsDFxQXe3t419t1PnjwBy7IwNzfXeex5FpVKhV27diEyMhLjxo2Dm5sbJk+e3CQrXM9CCIFYLMZ//vMfHD16FF27dkW3bt3Asiz09fVficCEhtJiBc8HH3yAoUOHorS0FMnJySgvL4ezszM6deqENm3acAO5l5cXlz7f398fnTp1QmRkJC5duqRzeHpKSgpu3LiBwYMHo0OHDtzrnp6etW4XlJaW4sqVK5g2bVqdGS0TEhIQFRWFGTNmQKlUcuGl1tbWDYoysLe3h62tLdLS0pCamoqioiJcuXIFhBCursudO3ewaNEinDt3DhMmTMDo0aPrbXfSpEmIiYnBjz/+CEdHR/Tv3x8MwyAnJ4fb2hk/fnw1kTF8+HBs27YNERERNQqe6Oho/PPPPxg/fjwXZWRsbMwNBM8O9gzDoHv37gD+ddi9dOkSIiIisHz5cpw6dQo+Pj4IDQ2tUcARQqBSqRAbG4tLly4hPj4emZmZqKysRHFxMa5evYq4uDgIhUK89dZb1doQCATw8fHByZMnMXfuXFhbW8PS0pLLkKuNvvviiy8we/bsOq+nr68vLC0tkZSUhLKyshoHcW2kVX0OsrVRWFiIf/75B6dOnUJKSgrKysogFothamoKS0tLmJqach2uRCJBWVkZlEolbGxssGLFCowdO7beLd/KykqIRCL07duXu7/c3Nyg0WhQVFQEhULRoE5dJBJxeYIA4O7duxAIBDq3Qf6XqPHGjRuIj49Hamoq9/toK1Brc8uwLMv9W/unUqm4nDPaRHsCgYBL/qYtS1Ef9+/fh0ajgVgsxuDBg9G/f38IBAK4ubnB1NQU6enpKC8vb3LB0xhUKhV37z4L+V+o861bt7Bw4UIusvXTTz/F3LlzcfToUXz++ecwNDTkktpFRETgk08+gbOzM2QyGY4fP46rV69iyZIlVRxj7e3tuZWdLVu24OLFi/jxxx8RHByss+3a5HxNKXjatGmDs2fPorS0tEHHaiOl4uLi8OGHH8LW1rbGMaGkpAR6enowNDRs9IpLcnIyjhw5AicnJ6xduxbGxsYwMTGBXC7HpUuXoK+vr/N2vi7s2LED27dvh0QiQU5ODi5evMhNJEpKShqVMLI5abGCx8rKClZWViCEoGfPniCEgMfj1egPosXAwADjx4/H2bNnsX37dgwcOLDesECVSoW7d+8iIyMDy5cvr3Kz1pU/IioqCnp6eujdu3ed50hMTIRQKIS7uzuOHDmC+Ph47oFpiILm8XgIDAzElStXEBYWhsrKSuTm5gIANyBpO4klS5Zg5syZ9e6/MgyDjh07YuXKlXjvvfewcuVKtGnTBk5OTti7dy9u3bqFNWvWoG3bttWuQ2BgIExMTBAfH4/i4uIqA2h5eTmioqIgFovx/vvvc/aZmZlxM5W6tqUcHR0xa9YsxMXFYfPmzXB3d8eCBQtq3TYsKirCyJEjkZSUVCVcVBvBZmpqiu7du2Py5Mk1ikxjY2Ns3boVJ06cwNatWxEbG8v5Dmn/+Hy+TpmW9fX1ERwcjNu3b+PevXs1purXrnLUNvPWnlOb3Eyj0XBhuX/88QdOnDgBmUwGc3Nz9O3bF/369UNgYCDs7OzA5/OrXKOnvwOPx4OBgUG9z4RYLMbFixcBoMo2p5ubGwQCAcrKylBQUNDgZHJPI5VKQQipd9av0WiQmpqKNWvW4PTp05BIJFV+Yz6fD5FIxJXR0PriGBkZwcjICIaGhjA2NoaVlRXs7e3h4OAAR0dH2NrawsHBAfr6+mAYBunp6XWGowP/XsukpCQA//ZPo0aNgqOjI/csOzk5obCwsFFbJvVRUVEBPp/foD5D+1vXtCokl8sRHh4OKyurKttXw4cPR1RUFFavXg0AmDBhAlJTU7Fo0aIqK8lJSUnYunUrBgwYgEmTJlWbEFlbW2PJkiX44IMPkJOT0+DaTAzDwMzMDEqlkiu2+Tw+MQKBAH5+fsjLy8OjR4+g0Wh0Chkn/4vaDQsLg7W1NUaOHFnrSqRSqeTGqMaSkpKCjIwMBAUF4cyZMygqKkJiYiKuX7+O/Px8dOnSBVeuXGl0+1o0Gg1OnTqF7777juvXlEolSkpKAPzbj7XEAsMtz+JnYBhG5wvPMAzeeusteHp64saNG7h582a9/h7l5eW4ceMG3Nzc4O3trXPehNjYWJiYmNTqB6FF20HHxMQgOjoaenp6mD59Onbu3NngJcP33nsP+/fvx/79+yESieDj44NHjx5xIdCdOnXiMrLq2jloM/vOmzcPixYtwpo1azBhwgSsW7cOb7zxBoYNG1ZjaKK+vj78/Pzw4MEDZGVlVRE8BQUFuHLlCvr06VNFpFRWVlZ5uGpDK8ScnJyQnZ0NU1NTODg41NqRZGZmorCwEN7e3hg6dCj8/PzQrl07/P7779i3bx/CwsK4ejM1XReGYWBtbY3evXtj165dsLKywrJlyyASiVBcXAyFQgFnZ2eMGzeu3uvJMAyGDh2KyMhIJCQkoEePHtXOqS35UdNgr13JiI6OxqNHjyASiZCUlIRTp04hLy8PlpaWGDx4MCZMmIDg4OAq91BT5X+6fPkynjx5AoZhqghEAwMDeHh4oLy8/LkFT2VlJViWrXeVMz4+Hm+//TYUCgXatWt3++MUAAAgAElEQVSHgIAA+Pv7w8vLCy4uLrC2tm709gHw/69Z586d671+2qKPDMPA398fffv25e5JfX192Nra4smTJ3U6rDeWe/fuQV9fHzY2NjofY2dnB3t7e0RHRyMnJwfOzs4A/t0KvHjxIvbs2YPQ0NAqvmTa1RmlUomff/4ZK1euhFAoRFBQEJYuXQonJyeUlJRg2bJl4PP5mDFjRq0TEaFQiLZt2+rsZP002ntPJBJxldKf5/7WhuO7u7vjxo0bGDVqlE4Vz+VyOVasWIH79+9jypQpNT7PWqytraFUKlFaWqqzoHoWCwsLODo64vz587hw4QIIIZzYDQoKwsaNGxvc5rOo1WpcuXIFn332WY2TOBMTE0yaNEnnbM2vEi1e8DQUkUiE6dOn48svv0RkZCR69epVp+IWi8W4c+cOtxWhK+np6TAyMqrXF8LZ2RlisRgHDx4EIQSLFi0CwzAQCAQNjiTz8PDApk2bcPDgQTg5OcHW1hYrV67kBEljOwShUIjRo0dz2UyvXbsGExMTfPjhh3Bxcan1ODc3NyQmJlZxYtU6waWkpGDo0KHcbEitViM6OhopKSkAgFu3btUqFouLixEWFoZHjx6hd+/euH37NrZu3YrFixfXmN/G398fW7ZsgZOTE9cmIQQPHz6EqampTgkSpVIpDh48iLt372LZsmWYOnVqo5OGBQUFgWH+rV4uk8mqCVsDAwPweLwaOxtCCKKjoxEaGgqZTAYLCwu4uLige/fu6NWrF4KDg+Hh4fFCZ1/R0dGc3U9HETIMgzZt2iAlJYUrVNpYtNtPxcXFiImJgbe3N0xMTKp97smTJ/D09MTEiRMxduzYF1YQWJdnJzExEaWlpTAyMkJISEiVZ0MgEMDc3BwZGRlNmvsK+Hd15+bNmzAxMWnQSolAIMCoUaNw7do1LF26FF9++SWsra2RmJiIuXPnon379pgyZUqV7TftZGPLli24ceMGcnNzYWNjgz59+sDOzg4syyI8PBzXr1/Ht99+i759+9Z57Z5HpBgYGMDGxgYlJSVQKpXPnfPLwcEB/fv3x+nTp5GQkIB+/frVOTZIJBL88ccfCA8PR8eOHTFlypQ6xwhnZ2fY2NggLS0NeXl5nMBsCP369cPatWu5PGpJSUn4/fffMWDAAGzYsKFKHh5tHqu6dj2ehWVZxMfHY8mSJcjKyqrxM+7u7hg3btxLT97bJNQVs/784fCvJvn5+cTOzo68+eabdeZcYFmWJCQkECMjIzJr1ixSXl5e5X2pVErOnj1bY06JgIAA8sYbb9RrS15eHgkNDSUDBw4kK1asIAUFBeSLL74gXl5edeZgqctmbX6WEydOEGdnZ/L+++8/V84HLffu3SMdOnQgPB6PjBw5kkil0jrt+P7774mDg0OVvCxqtZr8+eefhM/nkx07dhCNRkMIISQnJ4eMHj2a8Pl8AoBMnDixxnbLy8vJqlWrSJs2bcg333xDoqOjSadOnYizszM5dOgQUSqVOn0XlmWJj48P8ff3J48fP67380lJSaRbt26kX79+5PHjx891PUtKSkhISAgZNmwYycjIqPb+7NmziVAoJMePH6/R7tzcXHLgwAGyd+9ecvLkSZKUlFTnb9HUhIaGEj6fT3x8fKo8P2q1msycOZNYWlqS8PDw5zrH9evXiY2NDbGwsCCDBg0iV69erfFzUqmU3LlzR+ff/UWydu1aIhKJiLe3N3nw4EGV94qKish7771HrKysyPXr15v0vP/973+JiYlJrflf6qKkpIR8+umnxMjIiPTq1YuMGDGCtG3blri5uZEjR45wz6eu5OXlETc3NzJ16lRSUlLSoGMbysOHD0lwcDD5+OOPSXFx8XO3p9FoyG+//UbMzMxIUFAQOXnyZK33VUlJCVmzZg2xt7cnNjY2ZN++ffXmWKqsrCShoaFcn/g8eYMI+bcvnDBhAmnfvj05ffp0lfOrVCqyY8cO8ssvv+ic+0mpVJJTp06RwYMHE4FAQABwfwzDcH8//PDDc9n9EqhV07S8uLImwNLSkgtZv3v3bq2fI/9z3JNKpXB0dKzmaHjz5k0sWrQIR44cqXas1km0Puzs7LB69Wrs3LkTM2bMgI2NDTIzM6Gnp1fjjLY+tDkqbt26hfj4eGg0mibLdpyZmQmxWAyGYfD48eNaZwBP2wJULRnBsiyKioogFAphbGwMHo8HtVqN06dP49SpUxgxYgTs7e1x6dKlaitDlZWVWLt2LTZs2ICxY8fiyy+/hJ+fH7799lsoFAqsXr0aGRkZOhVulMlkXM2b+mbcWj+Ru3f/H3vnHdfU9f7xz01CgCQQwl4yZDtwW4s4KqLWVa1W6qx71LaOfuuo1lGt2tpaa1usdjmrta3fah2tCo46EERBREH2RjYJGWTc8/vDb+7PyNAAisB9v155vTTc3HPuOvc5z3mez5OAoUOHwtbWts7ZTVVVFSIjI5GVlVXn/vS6Jzk5ObXWnvLx8YGZmVmta/EURcHJyQkTJkzApEmTMGzYMHTo0IFZ+klMTMS2bdtQVFRU7zE1BhMTE3C5XEyZMsUgvZaiKPj6+jLlHBpDYGAgZsyYgYCAAPTv37/OZQ9zc3N07ty52RVf9YGrGo0Gw4cPr6F4qy9Aqg8UbipUKhUOHjwIjUaDsLAwo5fvJBIJ1q1bhx07dsDGxgYlJSUIDQ3FoUOHMGLECKPjTcRiMbZu3Yq1a9c+M2+bHolEgs6dO+PSpUsoLi5udOFb8r/UcaVSiStXrmDu3LkYMGAA5s+fz9TI04+tixYtwqZNm6BQKLBjxw6MHTv2iR5fc3NzTJo0CRRF4auvvkJ2dnajKtzfv38fp06dQmhoKPr06WPQfmpqKvbs2YPbt28/9Xi4Zs0azJkzB5GRkQap/hwOB9bW1jA3N4eLiwtmzpzZoD6/ENRnDT1Hi+y5otPpyMmTJwmfzyeff/55nZa2VqslP/74IzE3Nye7d+82mNXTNE2++eYbYmVlRbZv315jxu/r60veeOMNo/tG0zTx8/MjvXv3bpAqK03TJCkpifTo0YP07t2bWFtbk7lz5z7RI6FWq4lcLq9zn+np6WT48OFELBaTdevWEYFAQBYuXFin2iZN02TGjBnEw8PDQFVYrVaT7du3EzMzM3Lw4EGi0+lIQkICcXZ2Jh07diQXL14kkyZNIgKBgGzdupU5BzKZjPTt25dYWVmRRYsWkQcPHjBq21VVVWTDhg1EKBSSUaNGkd27d5Mffvih3uNNTU0lZmZmhMfjkXfeeadedWaFQkHef/99IpFIyLFjx+o8lzRNk+vXrxMfHx9y6NChOmfHGo2G7N27l0gkEnLq1Kkaf4+LiyNubm7Ex8fH6Fnyxo0biUQiIf379ycPHjww6rdPS3p6Ojl8+HANrxJN0+T06dMEAFm2bJnR3obHUalURCaTEZVKZZRH7d69e2Tq1Kmkffv2xMXFhQQHB5PvvvuOlJaWGu2xeByNRkPi4+NJXl6eQZ+ysrJIr169iEgkIikpKTV+V15eThYuXEjMzMzIpUuXGtUHPTRNkxMnThA3Nzfi6+tb5/P7NPvRaDRELpcTmUxGlEplnUr2T4MxKvGNgaZpRv383Llzjb62NE2Tmzdvkr59+zKeZgDE2tqaTJkyhbzzzjvk5ZdfJiKRiJiZmRFfX1/y119/GeVVlslk5KOPPiICgYD079+f5OXlNajfNE2T9evXE0dHR3Lo0CGD863Vakl4eDixt7cnFy9erHe80mg05N69e2To0KGEz+cbeHUAEC6XSzp16kR69uxJuFwu+fzzz5+JWngTw3p4HoXD4cDf3x/u7u5ISEhgIs9rQyaTgc/n1yj6WVFRgejoaFRWVtaavSESiSCVSo1OmaysrERJSUmNGknA/xun9aHVanH06FFUVVWhT58+MDU1fSoL/+jRoxgzZkyNbQkhqKysxO7duxEVFYWPP/4YS5cuxeTJk3H8+HGcOHGCSeN9FL2qqEQiga+vL/M9h8OBg4MDNBoN7ty5g4iICEyePBlKpRKzZs3Cyy+/jCVLlsDS0hK7du3CmTNnUFZWhh9++AHR0dHw9vbGqlWrmEw2iqIgFAoxe/ZshIWF4ezZs3j77bdx/vz5eo9XLBYjICAAffv2xfDhw+sNENdqtcjOzoZQKIRcLq+RCaRHo9EgOjoahBC4uLjUOTvmcrlwcXGBQqGAVCqtsa/AwEAMGDAA+fn5CA8Ph0qlqvdYHmXQoEEYNGgQ7t27h/Xr1ze4gnZ9eHh4YMKECbV6Dp2dncHhcFBeXt7obCS9F9DYgru//fYbTp06BYFAAAcHBxQWFmLJkiUIDQ1FZGSkUefzcdLS0rB48WJ88cUXBsHHNjY2GDRoEJYtW1arhhSHw4GpqSkTm9RYCCEoKirCgQMH8ODBA3z44YdGV1vXo0/80Ges6bPZGhqj8Xgm4LOCoii8+uqrOHXq1BNjMZ92f127dsX333+P2bNnw9/fH46OjgCAEydO4JdffkF2dja8vb2xcOFCnDx5EiNGjHhq7yJFURCJRHj33XcxY8YM3Lp1C0OHDsXff/+NsrKyej1/5H8e7kefqaioKNja2hro/hBCkJ6ejj///BOvvPIKOnToUOu10Ol0yMzMxN69ezF69Gj8888/NTzdPB4PQUFB6NOnD+Lj4xESEoLJkye3SMFBPa0+aFmtVuPo0aMQCAQICgpiIsstLCzQrVs33L9/H+Xl5XUqX3K5XKYonB6VSoVjx47h/PnzdWYHdOvWDRcuXEBCQgK6dOlSY5vCwkJkZGSgZ8+eBg9MfHw8dDpdjdIF5H8BnJGRkejcuTP8/PxqvfFyc3OxZ88eDB48GF27dsVvv/32VOcpKioKKSkpNb7XarU4ePAg9u/fj7Fjx+LNN9+ESCTC4sWLcfv2bfz000/o06dPDan0iIgIFBQUIDg42ECrgcPhoHPnzujatSt27NiBbdu2wcLCAvPmzcP06dOZooMrVqzAli1b8O677yI0NBSXL18Gh8NBVVUVsrOza2SjODo6YvXq1bCzs0N2djbmzJlT7/Ha2Njg6NGjMDExqVcnCXj44Pv5+eHYsWPYuHEj7ty5g/79+6Nz585MqrfeMPztt9/g4eHBDJS1oZcHEIlEKC8vZ5SFH/37+++/jytXruCnn35iVMPrGlhpmkZZWRkIIejTpw+OHDmCdevW4cCBAxgwYADGjRv31Cm2+vbro66/61OFraysUFpaCrlc/syXNWpDf49OmDABEokE9+7dw2+//YbDhw9jxowZ+OyzzzBmzJgGGQharRYajQZSqdRgTBAKhdiyZUu9v21KI0ClUuHIkSM4c+YMQkJCniiI2FrRZ6M2FfqSJDt37kRSUhISExNRXl7OFMp0dnZG586dG1X4087ODmvWrIGNjQ327t2L6dOnY/z48QgNDWX2/ejSpF5D7MSJE+jSpQvGjRsH4KHcBp/PZ0IfCCGoqKjAvn37kJqaii+//LJOlXt9UPm1a9dqnQDoM+98fHxw8OBBBAQEGEw0Wyqt0uBRq9XIysrC7du3ERUVhV27dsHGxgY7duxgRO4EAgH8/f1x6dKlOtVJ9eqxSqUSSUlJKCsrQ1lZGf744w/8+OOPyMvLA0VRtWakTJs2DX/++SeWLVuGcePGMRV8KYpCSUkJTp8+jfT0dBw/ftwgs+jOnTugabrWGlo5OTlYsmQJXnvttTrr0OzZswcqlQoTJkxAZmYmtFrtE/V28vLycP36dXTv3t3ge0IIjhw5gk8//RTdunXDf/7zH9jZ2YGiKHh5eWHWrFlYt24dIzimzwwqLS1FeHg4+Hw+ZsyYYWCYUdTDKtZffPEFTp8+DbVajT59+mDo0KEG52Hu3Lmwt7fHiRMnEBcXB29vb8ycORMVFRV1Zq95enpiw4YNkMlkT3zRUhT11MJ+pqammDZtGuRyOX7//Xds3rwZBw8eRGBgIHx9feHt7Q1ra2vcvn0bN27cwMyZM58oyGViYgKBQAC5XF7rzC4wMBDr16/H4sWLsWHDBnA4HISGhtaqIl1VVYUtW7bA0dERCxYsgEAgwLx58xATE4MDBw6gd+/eBseq1Wpx/fp12NnZMcKZcrkc+/btg0QiwYQJExo8i+Pz+XBxcWkSD09D8fHxMRCA7NGjBzp27IjevXtj8eLF2LhxI2xsbBAaGmoweOvj04RCocGMWT+p0adCC4VClJeXN2ksjjHodDqcOnUK27dvh6OjI5YtW8aov7M0DXrDpymNqUext7fHypUr0bNnT+zbtw+//vor/vzzT3To0AGenp5MzCghBLm5ubh69SqUSiVTh03/brp69SozKaqursbFixdx9uxZTJ06Ff369at1okMIwcaNGxkvOEVRBl5HvVyAWq1mqgWsXbsWvXv3btHeHQAtL4YnLy+P7Nu3j9y9e5dUVlYStVpNKioqSEpKCjl+/DhZuXIlCQkJIQEBAcTJyYmYmpoSPp9PRo8eTeLj45n96HQ6snfvXmJiYkJOnTpV6zoqTdMkOTmZBAQEEFtbW9K1a1cSEBBALC0tiaenJ5k8eTKxt7cna9asqbFOqlKpSHh4OGnXrh2RSCTE1dWVuLm5EXd3d+Lg4EC8vb3JDz/8QKqrqw1+N3v2bCIQCMj+/fsNvi8oKCBLly4lffv2JT169CDJyck1+ltUVEQ8PT3J2LFjiUqlIlu3biUWFhZk69atda7jarVasn37diKRSMjp06cNtouJiSGenp6kV69e5NatWzXOUUFBARk3bhwJDAwkRUVFzHkNDw8nEomEvPXWWzWO79HzL5VKSWVlZb2xLg8ePCCpqakkLy+PVFdXk8rKyucSH/A4NE2T8vJyEhsbS7Zt20YGDRpEBAIBMTExIRKJhDg4OBChUEjc3d3JiRMnntjH6Oho4uHhQbZs2UKUSmWt7cnlcrJt2zYikUiIu7s7Wbt2LSkpKamx3c2bN4lEIiErVqxgzrdWqyX//e9/Sbt27cihQ4cM1t0zMjLIyJEjybx585jvIyIiiJ+fHxk8eHCjskdKS0vJhAkTyEsvvUQSEhIavJ9ngUajIYcPHyYWFhZkypQpJD8/n/mbXC4nH3/8MZk+fTqTjanT6cihQ4fIuHHjmJid/Px8Mm7cONK3b1+j4qsqKyvJ+++/T/h8Prl48WKjjuPPP/8k7dq1I05OTuTHH3+s9f5haRnodDqSn59Pzp49S9577z3SqVMnwuVyiZmZGRGJRMxn+vTp5ObNm0zcHE3TJDIykrRr146IRCLi4OBAbG1tiVgsJqtXr2ZiHOtq09nZmQAgDg4OpFu3bsTU1JQAIBwOh5iamhKRSET4fD6ZNm0aiYuLq3Mcf0FpPdXSjx49io0bNxq44cj/rFOappl/i0QidOnSBaGhoRg5ciTc3NwM3IQURUEikUAoFCI3N5ep2v0oFEWhffv22LZtG9asWYP79+/DzMwMkyZNwvz58xmhsejo6BrLEnw+H7Nnz2ZE5qKiolBeXs4I8um9PhwOh5lBVlVV4c6dOyCEwNvbm9mXWq3GwoULERUVBTc3N4PjfJSYmBhUVFQgJCQE1dXVuH37NuRyeZ3VmQkhOHHiBLZu3YqQkBAEBwczs0SaprF582bIZDL8/vvvCAwMrHF+HBwc8Pbbb2P58uUoKSmBtbU1Ll26hJ07d0IkEmH9+vV11rXicDhPzELj8Xiwt7c3WG58mjpZzwKKomBlZYVu3bqhc+fOmDt3LkpKSnDx4kVcvnwZ2dnZsLW1xaRJkzBkyJAnzra5XC74fD6qq6tr9RTovQnz5s1jhA4/++wz7NmzB1OnTsXo0aPh4+MDDoeDLVu2QCKRMGUMgIfnt3v37ujevTtOnTqFoUOHMl4vqVSK/Px85t5TKBQ4e/YsUlNTa2QXGYuVlRU2bNiAnJycBgnKPUu4XC5CQ0Mxfvx4HD9+HHPnzoWjoyPjvXnw4AEOHTqEtWvXwsLCAunp6dizZw/Onj2LSZMmYezYsRCJRJBIJIiJiTE6Pq+xHhiVSoWdO3diw4YN4PF4WLVqFSZPntxszwRL4+FwOHBycoKDgwOCg4OZ5dLCwkKoVCrweDy0a9cOEomEia3S079/f1y7dg3Xr19HXl4eLCws0K9fP7i6ujKrCXWhfxcWFRWhpKQEOp2OWWq3t7fH0KFDMWvWLHTs2BHm5uatxnvY4gye0aNHQ61W4+bNm8jJyYFCoQCXy4VIJIKzszN69uyJ3r17o2PHjgZLOY9fML3cu4WFBYqKiup0T/N4PAwdOhRDhgyBTCaDubk581KRy+VwdXXFv//+i/Pnz2PIkCEG+zcxMYGnpyfmz5+P+fPnG+xXrVbj66+/hru7O6PyqxfpMzMzY1ypOp0Oe/bsQWRkJMaOHYv4+Hh4e3vXmvJeUVEBmqZRWVmJP/74AxcvXkS3bt3qNHh0Oh3Kysrg7e2NNWvWGKTdV1ZWIi8vDwEBAbVWB9e/KHv06IGIiAhUVVUx1dFLS0vx9ddfN0hY60VHf131S1JTp07F1KlTa2zzNPuhKKpO41W/jb6Nnj17Ijw8HGfPnsU333yDLVu2wNbWFmKxGFlZWZg+fbqByBtFUXB2dkafPn2we/dupm6XvpSGubk5UlNTodFocPfuXZw+fRo6nQ6urq6NVqz18fGps8Zcc6I3WocMGYIDBw7g/v376NOnD0xMTJiUW4qikJycDBcXF1y9ehVXrlxhYqSAh2J35ubmUCgURi9pkUeWxoxFpVLhm2++waZNm2Bra4vVq1djypQpjQouZnlx0Jd10cf2PR7SUNv7S5/88HitwqeJwRs9ejS++eYbphaZXh18x44d6NKlCxPf1trurRZn8Li5uWHp0qUAwNQT0qtJGot+Pb64uLje2Zp+UHlcxVckEmHixIngcrn1KmzWdtPk5+dj//79cHNzYwye+Ph4lJaWokuXLoxBk56eju+//x6Ojo5QqVTIycnBwoULa43f6d69O+zs7PD555+Dy+XCzMwMy5Ytq7NYHY/Hw5gxYzB06NAawWhisRgzZ85EQkICaJqusRasVqtx4sQJXLt2DTweD2lpabhy5QpcXV2xefNmDBs2rMFKxC2FxgwGhBBGXv5pBqgOHTrg66+/RkJCAq5cuYLExEQUFhZCp9NhxIgReOedd2oE4XK5XLi5uUEul+PQoUOYNWsWHBwc4ODgADc3N9y4cQN79+5FUlIS7ty5AwBNYqS+qIOkUqlkYqYEAgGKioqg0+mYCYyrqyssLS0RHR0Nf39/7Nu3j8ly02dk8Xg8mJqaGm3s6HQ6VFVVQSAQNEgF+/79+zh69Cg6duyIzZs3M2rdLK0PY69rQ+6DRYsWoaysDMnJyQAeZl5+8MEH6Nmzp9H7akm0OIPnUfRWbkMxMTEBn89HVVVVg1NF9TWLaktFrQ99e4mJicjPz4dEIkFcXBykUimGDRvGbHflyhVkZmbCxMQEp06dwrRp0+pMhfT19cXnn3+OU6dOgaIoDBo0CK+++mq9A6xEIqk1wJfD4WD27Nmorq6u1ZikKAqmpqZIT0+HQqGAtbU1Fi9ejMGDByMwMLDJxA5bKxqNBiqVCgKB4KnvYYqiEBgYiMDAQMb1rdPpYGVlZbCsodVqce3aNVy+fBkXLlxAVVUVNm7ciP79+8PBwQHm5uaYMmUKrl27hhUrVoDL5cLGxgZSqRQdO3ZsVS9SlUqFGzdu4MKFC0hNTYVMJkNBQQGUSiV4PJ7Bsfr4+MDa2hrHjh2DVCpFdHQ0zMzMoFKpmPtZ7+F7fHnhSWi1WsbL1pBnw9TUFN7e3hg/fjxefvnlVnWNWJ4v+oSNr776ihFIdXV1NbqUUUukRRs8jUXvudFqtQ02eIRCIXx8fIz+nbOzM9zc3PDPP/9g5cqVeOONNxAVFQUej4eRI0cy21lbWzP6HcuXL8fMmTPrTKHncDgYNWoU+vXrB+Bh6n1jFGj16rC1wefzMXToUPTq1QtarRZ8Ph9WVlYN1gJpa2g0GsjlclhaWjbIaK+r1lp+fj7WrVuHc+fOoaqqymDp89GMk5CQEOzfvx8nTpyARCJBQUEBfvrpJwNNj5YM+Z9OzcaNG3Hy5Ek8ePAAJiYmsLS0RHFxMaPF9ejzoZd7OH36NO7fvw9vb29YWFjg0qVLBh5VPp9v9DXT6XRQKBRwcHAwuigw8DADcfPmzbCysmr5mTIszY4+hrU5ZCOakzZt8HC5XPB4PCiVyiYRAzMGU1NTvPfee4iKisIvv/yC33//HRqNBm+++aZBCvGrr76KmJgYCAQCJn6ovheSXgb8eaCPe2AxDkIIs7xiZWXVZEt/SqUSa9euxW+//YaFCxdixowZOHPmDNauXYvt27cbDG6mpqYICgpCr169oNFomFTt2oqvtkQUCgWmTJmC6OhovPLKK1i4cCG6d++OCxcuYMqUKQgJCUHnzp0NniWBQIBPP/2UEcYMCwvDvn37AMBA9yk0NBRisdgow0UsFmPs2LFMmRpj0af7s7CwNJw2bfDoPTyP1g15nm0PHjwYX3/9NT799FNUVVXB29sbK1asMIi5MTExYTJJWFoHOp0ORUVFEAqFEIlETXZt7969i5iYGCxcuBAff/wxcnJyEBkZiS5dumDw4ME1PAN69d+Kigrk5ubC3d39idkdLYVff/0V165dw7vvvotVq1ZBKBQiJSUFy5cvh4ODA2bNmlVDLFNfC+y7774DABQUFDDZoI8agkFBQQgKCjLqPJmbm2P69OlMOywsLM+fNm3w6BWUm8tFTFEUwsLC0L9/fxQUFMDNza3WwpTsANm60Ol0KCwshJWVVY2CtI1BLpejuroaTk5OiI2Nxb59+xAfH4+NGzfW6/WrrKxEfn4+vLy8jC4++aISHx8PsViM0aNHQyQSITk5GUuWLEFRURH+85//1Ckd8Oh3VVVVqKiogJmZmYF3rKHPI/scs7A0L6bfO2QAACAASURBVG3a4NFoNFCr1c2qY6FPH26Im/t5QwiBSqWCUqlkXgaVlZWorKxEaWkpSktLUV1djYCAAISGhjbpy7w1odVqkZOTA4lE8kQtImNwdXWFvb09fvjhB+zZswdSqRSLFy+utywF8PDFXlJSgoEDB7YaTRexWAyVSoW4uDiUl5dj586diIyMxJw5czBv3rynujdlMhlTdsbYel4sLCwvHm3a4NFqtVCr1W1iMHvaGCWdToeCggJkZmYiNzcX2dnZSE9PR0FBAcrLy6FUKqHVaplzp9FooNFoUF1dzYjoubu7IyAgAH5+fs/4qFomGo0GGRkZsLOzq1VPqaG4ublh/fr1OH78OKysrPDqq6+iQ4cOT3y564XO2rdv32o8PCNGjMAXX3yBjz/+GFwuF8XFxZgzZw7WrFlTow5bXeiNeicnp1YvscDC0hZo0waPWq1GdXU1hELhM13W0sta65fQHv08KnttzP4epy6D7VEVaqVSyXhn8vPzUVBQgOLiYuTm5iIrKwsZGRkoLCyEWq2GTqczKJr6qGiavi0Oh8N8xGIxnJ2dkZqaCjc3twZlorQVtFotMjIy0KVLF1hZWTXZfnk8Hvr378+kLT8pwB14eF8UFRVBq9XCwcGh1WQA9ejRAz/++CN27drFxM8MHz68hvGnf/YeP27yv2K9hYWFjDghCwtLy6ZNGzwKhYIpNNlUAz1N01CpVFAoFJDL5ZDL5aiqqmIMi9zcXOTn5+PBgwcoLi5GRUUFpFIpFAoF1Gq1gYGhR//vxw2dR//P5/MNXnCEEMbzUp8xpX8xmpqaMkqfYrEYZmZm4PP5EAgEcHZ2hqOjI2xsbGBjYwMLCwtYWFjA1tYWDg4OcHJygqWlJUpLS/H333+jV69erVJluSnQLwtmZWUhNDS0ST08wP8HItfVtlarBUVRjDaTSqXC7du364wfa6nweDyEhYUhLCyM+a62YyspKUF8fDx69+5tcC3UajXS0tKgVCrRqVOnVrPUx8LSlmmzBg8hBFKpFDKZDPb29g0yeGiahkwmQ0lJCUpKSlBcXIzCwkLk5OQgOzsbWVlZyMnJQV5eHqPUyuVyYWFhAZFIBKFQCHNzc1hZWYHH49VQ3a3PUHncINJqtTXUojkcDiOupn/J6T9CoRBCoRACgQASiQS2trawtbWFtbU1bGxsYG9vD2tra4jF4qeWr7e1tcWUKVOMPY1tjqysLGi1Wjg7Oz9Xz4FCocDvv/8Od3d3ppKySqVCfHw83N3da1Xvbsk8zT27f/9+bNiwAcuXL8e0adPg5OQEiqIgk8kQGxsLU1NTdOzYkfXwsLC0AtqswaNWq1FQUACNRoN27drVq0ZMCIFcLkd+fj5jwBQUFCA/P58pvlZcXMwYPtXV1TA1NYWrqytcXV3Rp08fODk5wdbWlvGQiEQiRltH753RGzz1eXJq+15fpkBv8Oi/53K5zD7rMnhMTU1bzTJGSyEmJgZWVlZwd3d/ru0qlUrs3bsX9vb28PPzg6OjIyorK3Hjxg1MmzbtqWNbWhOBgYFwdHTEF198gZs3bzLFX/Pz83HlyhV4e3vDw8PjhXxGpFIpLly4gLS0NAwdOhQBAQGtxkPHwvIsaLMGj1KpRFpaGsRiMezs7BhDQ61WIzs7G/fv30daWhrS0tKQnp6OwsJCVFVVQaFQQKFQMNlKOp0OQqEQ3t7eCAoKQocOHdCxY0d4eHgwHhS9YWNqavpUcRUsrZvY2FhYWVkZCEw+D0QiEYYMGYJt27bhwoULGDduHE6ePAlCCDp16tRqApaNYeDAgThw4AC++uorHD16FJcvX4anpyd0Oh3y8/MxatQouLm5NVl7tU1mSktLmSSBgoIClJSUoKioCBUVFVCpVIwW0KM1/dzd3aHRaHDs2DEUFBTg33//xR9//NFk/WRhaY20CYNHH8/yqCckPz8fsbGxEAgE+Pnnn/H1118jOTkZubm5UKlUNQYmfTVbLy8v+Pv7w8vLCz4+PggICICbmxuzJKX/cDgc1rBhqQFN04iNjYVEImnSF+nTYGpqilGjRuH06dNYunQpEhISsHfvXnTo0AEhISFt8n7l8Xjo3r07wsPDMWrUKHzyySeIj48HTdPo1q0bJk6c2OjAcpqmodVqodFooFAocO/ePVy6dAnR0dG4e/cuiouLay1v86TrodPpoFarQQhBQUFBo/rIwtIWoJ6QHfR86y00MVqtFmVlZcjIyMCZM2dQWVmJlJQUJCcnIzMzE9XV1eDxeAZeGH0FdRcXF3h5eaF9+/bMR69E+zht8UXB0jBKSkrg5uaGYcOG4Y8//miWeycqKgrr16/H3bt3YWNjg9WrV2Ps2LFt/j7Wl/y4cuUKCgoKEBQUBC8vL6PPiz4wvaKiAuXl5UhPT0dMTAyioqIQExOD8vJypq6XPo5PIBDAwsKCWfrWx9CZmZkx9en0XmipVIqMjAxkZ2ejqKgIwMPq16NHj27z15CFBUCdD0Gr9PDodDqkpqbi0qVLuHjxIlNx/NEBhcfjITExEQMGDMCIESPg6urKZCM5OjoalHdgYWkIhBBUVVUxhSjFYjHi4+PB4XDQvn37Zru/+vTpg59++gl37tyBk5NTq6uQbgwajYZZmtZ7Yjp16oROnTqBoiiUlpbCxMSkRpzdo+h0OlRVVTFp7FlZWbh//z4SEhIQFxeHjIwMUBQFBwcH+Pn5wdXVFR4eHvDz84O7uzsz9lhaWrbZ68DC8jxolQZPWloa1qxZg5MnT0IoFMLPzw8VFRUYP348Jk+eDIlEgu3btyMrKwthYWGYNWvWCxmUyNLyiYiIwKeffor33nsPb775Ji5fvgwejwd/f/9m7ZeTkxOcnJyatQ/Pk/LycqSmpiItLQ35+fkoKytDZWUlqqqqahg8em0evWQDj8djDB4+n29QLV2n00GpVEIqlaKsrIzJ0qysrIRYLEaHDh0wbNgwdOrUCe3atUO7du3g6urKVj1nYWkGWqXBk5WVhX///RevvfYaFi9eDJqmMX/+fNjY2KBXr17g8XiIjo6Gk5MTvLy8mmzgeXR5kJ2psQCApaUloqOjcfLkSbzyyiuIjIwEj8dDt27dmrtrrZJHn8H8/HxERETg4sWLuH37NsrKyhgDR68Srte9MobHsyn12ZE8Hg9eXl54/fXXERQUhMDAQNja2kIikcDS0pJVa2ZhaWZapcHj6emJLl264N69e7CxsYGlpSWCgoJw+PBhDBs2DFZWVkhKSsKgQYPg6+tr1L71isn6oGS9Bo5CocCtW7fw77//Yty4cfD392dncCwIDAxEz549cf36dRw7dgyZmZmwsrJCp06dmrtrrQp9YoJUKsX58+exf/9+XLx4kRFa5HA4cHJyQkhICPz9/eHi4gIHBwfY2dnBxsYGfD4fPB4PZmZmzHOt0+kY4VCZTMZ8qqqqoNVqAfy/rpazszM8PT0hEokY6Yfalr9YWFiaj1Zp8Hh7e+O9997DqlWrMHz4cMyfPx/t27eHXC7HihUr0KlTJ3C5XPj5+RldtDM9PR3x8fFo164dhEIhFAoFoqOj8csvvyA6OhoWFhZwc3ODj48Pa/C0cSiKgkgkwtixY7F69Wrs2LEDJSUlmDZtWptMAX8WEEJQXl6OzMxM/PPPP9i7dy8yMjIgkUjQvn17BAYGYsCAAejfvz88PT2N9rK0RW0iFpbWSqvN0qJpGhcuXMC+fftw69YtqFQqODk5IT4+HpWVlXBxccHOnTsxcuRIo/Y7a9Ys7N27F2KxGDY2NigqKoJUKoWDgwO6deuG0aNHIywsDFZWVuzsjgWEEMTGxmLq1KlISkqCvb09jh8/jpdeeqm5u9ai0Wq1yMvLQ2xsLM6dO4eTJ0+iuLgYHTt2RO/evdGvXz8EBwfDxcWFfQ5ZWNoWdT7wrdbg0VNRUYF79+6hsLAQDg4OiIuLQ0xMDPr164ewsLAnVpJ+lPLycqxcuRLOzs7Izc1FUVERLC0t4evriy5dujCBifWpNrO0PeRyOSIiIhAVFYXAwEC88cYbbDxHA9FoNIiOjsa5c+dw7do13Lp1CwqFAoMHD8aQIUPw0ksvISAggFmaYmFhaXO0XYPncVQqFaqqqmBpaWl0QcADBw5gzZo1CA0NxdKlS2FhYQETExOIRKJWM8CygdfPBq1WC5VKBXNzc1aU0kj06f1nzpzBzz//jMTERBQXF0MsFmPMmDEICwuDt7c37Ozs2JpXLCwsbUuHpz70FcEbQlVVFR48eIB//vkH48ePR2hoaBP3rnkhhCA+Ph6fffYZ5s2bh+DgYNYT0UTweDyIRKLm7kaLgxCCO3fuYNGiRYiJiQGXy0WvXr2wbt06DBkyBNbW1szEhTUiWVhY6oONqjUCBwcH8Hg89OjRA4MHDzb69/paXZWVlaiurq63GnpzQVEU4uPjsXbtWmRlZb2QfWRpOxBCkJaWhqSkJAwdOhQRERE4c+YM3nrrLTg5OcHU1JSpMcXCwsJSH23Ow9MY2rdvDy6Xi6ysLKjV6nozbXQ6HcrKymBjY8Nka+Xl5eHIkSPIzMyEj48PJk6cCFtb2wb3h6ZpZGdnw9LSEtbW1g3ejx6KouDv74+5c+fio48+wrVr1+Du7s56eViaDQ6Hg+DgYHz77bfw9fWFv78/a9ywsLA0CNbgMQL9yz8vLw/nzp3DiBEjAPx/DZ709HSkpaUhMzMTKSkpUCgUWLZsGfz9/VFWVobly5fj+PHjsLKyglarxUsvvdQog+fmzZtYvXo1hg8fjnffffepig2ePHkSCQkJGD9+PHx9fWv8xtTUFD179oSbmxt+/fVXjB07FgKBoMF9ZGFpLLa2thg7dmxzd4OFhaWFwxo8RmBpaQlzc3Pk5+djyZIl2L59O3Q6HQghkMlkkEqlqKqqgkKhgJmZGV5//XVIJBIQQrB7924cP34cI0aMwKJFi5CYmAgXFxeD/T8eMFxfADEhBJs3b8alS5cQFBT0VPsAgOTkZOzYsQN//fUXjhw5gnbt2tXYd0BAAAICAnDq1CkUFRXB3d2dnVWzsLCwsLRo2BgeI+BwOLC3twdN08jNzUV0dDRu3LiB2NhYpKenQyQSYdq0aTh9+jSSk5Px5Zdfwt7eHklJSTh06BCEQiG2bt2KPn36YPr06TVED7VaLU6fPo2CggIQQlBaWoqzZ8+iqKiohuESFxeHiIgI+Pr6Yvbs2YxBsnfvXsydOxdKpRIAcPr0aXTp0gUPHjwAh8PBokWLsHTpUiQmJmLFihVQqVQ1jlMikaBr167M71lYWFhYWFo6rMFjJJ6enrCyssKaNWsQGRmJc+fOISIiArdu3cKNGzewZcsWvPzyyxCLxTA1NQVN0zhx4gQyMjLwzjvvwNXVFRRFgcfj1fCa3Lp1C4sXL8avv/4KjUaDI0eOYMyYMfj555+h0WgMto2MjIRWq0VISIiB4aTvz+3bt6FSqfD3338jPz8fMpkMFEWBz+dj8eLFGDhwICIjI3Hs2LEaxhRFUejcuTOsrKxw5cqVZ3cyWVhYWFhYnhOswWMk+iUqsViMHj16oHfv3ujVqxfc3d1rLSVRVFSEqKgomJiYYOLEifXuu7KyEmq1GqmpqcjLy8Off/4JpVKJ+/fvM7V79CQnJ4OiKAwYMMDg+379+qGoqAi//fYb/vjjD/z555/o3r073N3dmW1MTU2xbt06qFQqnDt3DgqFokZfPDw8IBQKERcXZ8zpYWFhYWFheSFhY3iMRCgUQqfTMUtGTyI1NRWJiYkYOHAgHBwc6o2F6dy5M7y9vXHkyBHIZDLGuyKXyw28MDRNIz09HQDQpUsXg33oiyIePHgQR48ehUKhwEcffVRDkM3f3x+BgYFIT09HQUEBvL29a+zH3Nwc2dnZUCgURilSs7CwsLCwvGiwHh4j0RssNE0/cVtCCB48eIDc3FwEBQU9UdnZwcEBH330EXg8Hn799VeYm5tDIpHU8O4olUrIZDKmAvSj7W3fvh3W1tZQqVTIzMzErFmz0KtXrxqGFpfLhaenJ1MN+nHEYjH4fD6TXs/CwsLCwtKSYT08RmJmZgaaplFdXf3EbbVaLQoLCyGXy+Ht7f3EGlsURaFfv364fPkybt68Ca1Wiw0bNkCtVkOlUkEgEICiKCiVSmi1WggEAoN9pqen4+bNm5BIJJDL5TAxMcGFCxdQXFwMe3t7A90gnU4HqVQKDodTq84Ol8sFj8cDIaTWwGYWFhYWFpaWBOvhMRJTU1MQQlBdXQ2NRlOvErFOp4NcLgcAWFhYPFVqN4fDgZeXF9544w24uLiApmlERUXh888/Z7axtLSElZUVZDIZ4uPjUVVVBalUir1790IulyM/Px8TJkzAvHnzkJycjE6dOmHXrl0AHi6PpaSkICIiAhEREfDz84Orq2uNfigUClRXV4OiKLYkAgsLCwtLi4f18BgJh8MBTdO4efMmfv/9dwwfPhxisbjWbblcLkQiEbhcLuLi4hAUFMRI4ZeXl+P8+fPo3bs3XFxcajWGVCoV482xs7Njvufz+Rg7dixu3LiBhQsXon///tBqtTh8+DAcHR0xZswYLF26FEKhEGq1GgcPHmSWrc6dO4etW7ciJSUFXl5emDp1KiQSSY22MzMzIZfLIRaLGyWOyMLCwsLC8iLAGjxGwuFwoFarcfbsWfD5fPTr169Og4fH46Fz587w8vLCjh07kJqaCh8fHxBCcO/ePZw6dQp//PFHDQFC4GGcTkJCAkpKSvDaa69h1qxZBn+fPHkyNBoNfv/9dxw8eBAAEBQUhLfeegtBQUGMEbN69Wr07NkT/fv3B/BQnTk2NhbdunXDxx9/XCPLC3gYn3T+/HkUFRVh+PDhT1yKY2FhYWFhedFh32RGYm5uDpqmoVar4e/vX28NK4qi0KtXL3z44YdYu3YtfvjhB5ibmwN4aNCEhITAx8enxu/0HqSvv/4aCoUCHTp0gLm5uYEXSCKRYMGCBRgzZgyTVm5jYwN7e3uD9Ph27dphxowZTJzOlClT0LNnT3To0AGenp41Uun1xRqPHz+O6upqvP322w0/WSwsLCwsLC8IrMFjJB07dgSPx4OTkxNeeuklxoCpC3Nzc0yePBlDhgxBREQEUlJSoNVq4eHhgVGjRsHa2rrGcpZGo8E333yDrKwsAICTk1OtGj9mZmbw9PR8Yp8f9dB4e3vDy8urRoVpQghomkZ5eTl2796NS5cu4a233kL37t3ZshIsLCwsLC0e1uAxkv79+2PGjBmwsbFBcHDwUxkDegNpypQpT9WGTqdDTEwMgIdeIldX11oNnobwuKGjJysrCzdu3EBkZCT279+PAQMGYMWKFTAzM2uSdllYWFhYWJoT1uAxEnNzc+zatQuEkCYzQh7n0VRwa2tr2NjYPLO29MTFxeGDDz5AdXU1RowYgffff58tGsrCwsLC0mpgDZ4GUJeXpKngcDjw8fFBXl4eAgICas2iampCQkKwc+dO0DSNzp07w8XF5ZkbWSwsLCwsLM8L1uB5AeHz+Zg+fTru3r2LESNGGKgpPyssLCwwbNiwZ94OCwvLs4UQAqVSiT179uDq1avw8/PDlClT4OHhAQCs15alzULVJ5wHoN4/sjwbCCHQarVQqVQwNTWFiYkJO0ixsLA8FUqlEgsWLMDRo0fB5XKh0WjQrVs37Ny5Ex07dnyuYwkhBDqdDlwulx3DWJ4Xdd5o7JrFCwhFUTAxMYGFhQX4fD47ULCw/A9CCMrKypCVlYXKysp6lc7bKpcuXcL58+cxfPhwREREYOnSpbh79y5WrlyJ4uLi53rO7t+/j19++QV37typUROQheV5wxo8LCwsLYZbt27hww8/xLx58/Dpp58iKyuLNXoeIyUlBZWVlViyZAm6deuGRYsWYdKkSUwGZkNITk7G3r17kZKSYtTvTp48iXfffRcTJ07E8ePHodFoGtQ+C0tTwBo8LCwsLYLr169jyZIl2LdvH0pLS/Hzzz9j7969UCqVzd21FxIrKysADwVJ586dC29vb3z11Ve4e/euUfspKyvDhg0bsHDhQnzyySdGFRMODQ1Fv379kJSUhFWrVuHcuXNGtc3C0pSwBg8LSwtGL2GQkpLSaj0dhBCkpqZi7dq1uHbtGpYvX449e/Zg4MCBiIqKQnV1daP3L5VKkZaWZtTL/EVFIpEwRY71dOjQAVOnTkVZWRl27NgBmqafal+EEJw7dw4REREIDg5GYGAgTExMnrovHTt2xM6dOzFnzhykp6dj9+7dyM7ObrX3KsuLDWvwsLC0cH766Se89dZbSE5Obu6uNDmEEFRUVOCrr77CxYsXMXfuXKxYsQJ+fn7o378/goODwefzG9WGSqXCzp07MWDAAMTGxjZRz5uPESNG4I8//jBQYedyuZgzZw6cnZ1x9uxZRtj0Scjlcvzzzz+oqKjAF198gXfffdcouQoOhwNXV1d89tlnmDdvHiIiInDmzBnodDqjj4uFpbGwBk890DSNyspKlJaWQqlUsrMSlhcOQggKCgqgUqmeetbektBqtTh58iQOHz6MQYMGYd26deDz+eDxeFiwYAFWrVoFoVDYqDbKyspw7NgxFBUVNdpb9CJgZWWF4OBgmJqaGiQ8iMViLF68GIWFhTh69CjUavUT93Xv3j3cunULgwcPhoeHR4MyRimKgkgkwqxZs2Bra4vDhw8jLy+PHU9ZnjuswVMLWq0WiYmJ2LNnD9auXYuVK1dix44dKCwsZB9SlhcOvTHe2u5NQgiysrKwY8cO2NnZYcWKFbXWnmtsGzKZDImJieDxeM0utkkIgUKhQF5eHqRSaZNf0/Hjx8PBwQFXr15FWlraE/uSlpaGjIwMDB8+HKampg1ul6IoeHh44PXXX8f169cRHx/f4gx0pVKJ4uLi5u4GSyNgDZ5HIITgwYMH+Oabb7BgwQIsWrQIP/30E86dO4dPP/0UV65caXEPKUvrp7KyslVKF9A0jd27d+P+/fuYMmUKevTo8UwMkuzsbEilUpiZmRkU2n3e0DSNmJgYvPfee5g9ezbmzJmDn3/+uUnjiqysrBAWFobExETExsbWO54plUokJSWBoih06dIFXC63UW1bWlqiX79+sLCwaJEZW7t378aiRYvw4MGD5u4KSwNhDZ7/QQjB3bt3MXfuXKxbtw63bt3C9OnTce7cOXz11Vdwc3NDXl4eu/b8gkPTNJYsWYLg4GB88MEHSEtLa5Xej0eRyWSt7vgIIbh69Sp2796Nrl274s0334RAIHgm7eTm5gIABAKBUQG5Td2PtLQ0zJw5E0eOHEFOTg4uXLiAFStWYOXKlZDL5U3SjomJCUaPHg2apnH16lVUVlbWua3e8+Xj4wM7O7tGG9UURSEgIAB+fn44depUs4cJZGVlYffu3U+9vPbnn3/ir7/+wr///vscesfyLGANHgAajQbnz5/H0KFD8c8//6Bbt274+++/sXXrVvTq1Qv+/v6wtbVFaWkp6+F5wSkvL8dPP/2EqKgofPvttxgzZgwuXbrUqq9bVVUVKIpq9uWYpkQul2PlypXg8/lYuHChQQBuU6L36gLNa/Co1WosWrQI2dnZ+OCDD3D16lUkJCRg/Pjx+O2333DgwIEma8vd3R1BQUG4dOkSCgoK6nzZy2QyJCcnw8/PD2KxuMbfdTodFAqFUc+Wp6cn/P39UVRUhKioqAYfQ1NQUFCAXbt2Yd26dU8Vz1RdXQ21Wv3UAd8sLx6tZ4RsIHK5HL/88gveeOMNKBQKzJ07FwcOHEDfvn1hZmYGiqIgEAjg7u4Oe3v7Vrl00JqQSCTw8PCAv78/3nrrLRQVFWHSpEn4999/n+id09cgunXrFhITE1uMvktlZSW4XG6zvaybGp1Ohz179uD27dsICQnBmDFjntlzRwhBaWkpAEAkEjU646uhHD9+HJcvX8ZLL72Ed999F5aWlrC3t8eOHTsQHh6OgQMHNkk7FEXB2toaffv2RUpKCjIzM2s1ePSp+hkZGWjfvj0sLCxqbBMXF4clS5YwHrKnwcTEBIGBgbC0tMTFixcbdSyNpVevXggODsZ///tflJWVPXF7mqah1WqRmpr6HHrH8ixo0waPSqXC0aNHsXr1anA4HCxfvhwbNmyAi4uLwXaOjo5YtmwZwsLCmm1AZHk6KIrC5MmTIZVK0bVrVyxduhRarRYLFy7E9evXn/j733//Ha+99homTpyIq1evtgjPkEwma1UGT0ZGBn799VeYmZlhxYoVz/y4qqqqADwU6DM3N3+mbdWGTCbDL7/8wtynesFAAODxeBg9ejT8/PyarD0zMzP4+/tDKBTi2rVrtcbS6D1fKpUKjo6OtQYsHzp0CIcPH0Z6erpR7fv5+cHCwqLZPTxcLhedO3dmlk+fBCEENE2jrKys1S0htxXarMGj1Wpx6dIlbN68GZWVlVi/fj0WLVpUq+uWy+XCz8+vSdaxWZ49kyZNQpcuXRAeHo6uXbti2bJlSE9PxyeffFJvZkphYSE2bdoEFxcXDBw4sEUYO4QQVFVVtRqDR6PR4Pjx44iPj8dbb72Fzp07P9P2CCFMfIylpSXMzMyeaXu1cevWLSQkJMDX1xehoaHPvD2KouDi4oJ27drh2LFj+PLLL2t4P2maRkFBAQQCASwsLGosl8pkMty8eROEEKONMV9fX1hYWODevXuQyWSNPp7G4OXlBYFAgGvXrj1xW72Ro9Vq2VjOFkqbNHgIIcjJycG6deuQnp6O5cuXY9q0aXWmXeqDXhsb/NpU+2GpG4qi4OzsjC+//BIrVqyAr68v5s2bhwkTJuDChQv4+eefa12qIoTgl19+wYMHD7By5Up8/PHHCA4ObhEGbkVFBXg8XqPShl8U8vLyEBkZCbFYjDlz5jyX869QKAA8XA593gYPIQSXL19Gfn4+Jk6c+EwCs/XtPPqxsbGBnZ0dEhMTsX///hrGvd7DIxAIa4U+dQAAIABJREFUaugc6T0iqampEIlEsLe3N6ovjo6OsLe3h0KhMLo2V1PTrl07mJubIy4u7oljst67z47fLZfmy8FsRqqrq7Fx40bExMRg2rRpmD17NoRCYa2Dq34GmJeXh4qKCri6usLKygrm5uZGBYkSQpCUlITw8HD07dsX48aNaxUz8hcRDocDLy8veHp6gqIoUBSFzZs3IzY2FocPH0ZISAgGDhxocL01Gg2jTjt8+PBmTU82Bo1GA5lMBhMTk0YL8DU3hBCkpKTg+vXrCAsLg5OT03MxePRLOo6OjhCJRM+8vUcpKipiXrbjx49v0n0TQqBWq5lPXl4eMjMzkZqain///RcxMTGgaRqrVq2qcb8TQlBeXg5TU9MahrRCocDRo0eRn5+Pjh07Gh0sz+Px4O7ujpiYGGRlZaFHjx6NPtaG4uLiAoFAgKSkJNA0XW/qvUgkahETIJa6aRmjehNz9uxZ7Nu3D127dsX8+fPh4OBQ57bl5eVYtWoVfv75Z+h0OnA4HIwcORLvvPMOXnrppaeekWVlZWH8+PG4e/cubt68icDAQHTo0KGpDonlMSiKMhi87O3t8eGHH2LOnDk4efIkevToAUtLS+bv8fHxyMvLw8yZM1uMsQM8fPkQQsDlclt8fJlWq0VKSgoqKiowYMCAJvV2yGQy5ObmQigUwtXV1eAlrdPpwOfzYW9v/9y9ZJmZmUhKSsLLL78MW1vbJnuhymQyJCUlMWnUCQkJkMvljAEjEAiYyUBISEiN3+trtHE4HINzpdVqERERgbNnz0Kn0xnt3dHj7OwM4KFHr7FUV1ejoKAAIpEItra2Rv3W3Nwctra2yMnJQVFREZycnOrcVh/SwOVyG61JxNI8tJyRvYkoLi7GJ598AqFQiClTpqB79+71bq9QKHDv3j14eXlh0KBBKCkpwcWLF5GQkICPPvoI48aNe+LArNVq8c033yAtLQ1OTk7sA9MM8Hg89OnTB3369MGJEycwf/58WFhYMC+YuLg4VFVVYdiwYQa/KywshFAorDVL5UVAvzz3IqgENxalUom7d+/C0dERzs7OTfaMKBQK/PDDD9izZw+8vb2xYcMGg8mGUqmEWCw2+mXZWGiaRmZmJjIyMjB+/PgmM7akUinCw8MRHh4OExMTdOjQAePGjYOjoyNsbW1hbW0NsViM8PBw/P3337XGo1AUBXNzcygUCsaoBoDk5GR8++23yM/PB4fDabCXWm8oNVa5WKfT4dSpU9i1axeGDBmCpUuXGr0POzs7ZgmvPoPHxcUFHA4HIpGoxT9rbZU2Z/CcPn0aiYmJ6N69OyZOnPjEQVUsFqNfv364evUqFi1aBIlEglOnTmHTpk34+OOP4eTkhFdeeaXe/SQmJuLMmTNwcnLCyJEjkZOTY5CJwfJ8cHJyQlBQELZs2YK0tDS0b9+eMXiSk5PB4/EMAjBLS0vx4Ycfon379li9enVzdbtelEolKIpq8d4d4OHS0oMHD2BjY9Oky3OxsbHYtWsXqqurcfbsWXh7e2PTpk3gcrkghECr1cLKyqpeT++zQKlUIjExERqNBr17926ya3jt2jV89913CA4OxuzZsxnhwEdra6WlpUGr1cLa2rrWzDQul4uAgACUl5fj9OnT8PDwQGlpKb788kvExMQgODgY8fHxDe6ztbU1ADCSAMD/e5X0ciBPQ05ODr7//nsUFxejW7duDeqLnZ0daJp+ooKym5sbeDwebGxsGtQO8NBAo2maDWdoJtqUwaPRaHDs2DGo1Wq8+eabT+WOFYlEePvttzFu3Dg4OzvD3NwcYWFh4HA4WLZsGTZs2ICePXtCLBbXGQP0zz//ID09HR9++CFmzZoFhULx3GeTLA/TcV1dXcHj8ZCens7MWqurq5GbmwsPDw8maJUQguvXr+P06dN45ZVXmrPb9SKXy0FRVLNkFz0LKIpq0qBQmqZx+fJlZGVl4fPPP0dERASioqKQmZkJLy8vAA+vtT4b6XkilUpx8+ZNtG/fnvEeNAVlZWVQqVQYOHAgXnnlFYNxSX9eExMTkZCQgH79+oHP59cYuzgcDvr27YtevXrh0KFDOHfuHDQaDcrKyjBp0iQEBwfj/v37DV7+1S8nS6VS5ruSkhKEhYVh4sSJmDNnzhP3QQjB7du3ERcXh+XLlyM4OLhBfdF7eJ7kbXJ3dze4P+sa7/U8ft7z8vKwaNEilJeX48MPP3ziRJml6WlTfrnc3FxkZWWBy+U+dYAgRVFwdHREly5dYG5uDoqiYGJigtdeew3jx49HVFQUjh07Vufv8/LycOXKFfB4PEydOhX29vbw8PAAh8N55tH+NE1DJpMxOiMsYCptl5eXM9L2UqkUUqmUuS7Aw5nY33//jbKyMri7uzeqTb1+x7O41vo6Wi09YBl4uCxnbW1tcG0aS3l5OZKSkmBqaopRo0ZhwYIFKCoqwr179wA8VDjW//t5BqQSQlBZWYm4uDh06NChUV6Dx+nZsydcXFywbds2pKWlQa1Wg6Zp6HQ6qNVqJCQkYOvWraiqqsLMmTNrNZYpioKXlxfCw8MxZswY6HQ6WFtbY9OmTdi2bRvs7OyY42gI+uDwR9PSpVIpYmNj8ddffzFjo06nq7MN/bGoVCoMGDCgwcaX3tCtr8wG8HByodPpkJ2dXWcdsKKiIhw+fLiGcrNGo8GCBQtw4sQJJCQk4M6dOy2ullhroE0ZPKWlpVAoFHBwcDDKw6IP7tMPiBRFQSQSYdy4cXBzc8O3334LrVZb62/T09ORlJSEoUOHMpWeKYpCYWEhrl69Co1G88yMnoKCAkycOBFTpkxpslo8LRG1Wo3s7Gxcv34dUVFRUCgUOHPmDNasWQOaplFVVQWFQsEoaeuLOF68eBFqtRoSiaTBbet0Oty9exeRkZEoLy9nrrXe0NIHsT9tPZ/HaU0Gj5mZGXx9fVFYWIjMzMwm0TopKytDXl4eAgICIBQK8fLLL2Pnzp3o3bs3AODixYuMyu7zTDXW187Kz89HQEBAo+6xx/Hx8cE777wDuVyOkSNHIjw8HGfPnsXx48fx6aef4vXXX0dCQgLefvtt9O3bt04vA4fDQWBgIPbv34+srCzEx8dj0aJFBro8DT1neiOrurqa+Y7P54OmaRQVFUGtViM9PR3Hjx9HbGxsreNrcXExrl27hh49esDGxsbAYKVpGnfv3kVBQYHBbxQKBVJTU5Gbm8vcXwKBgNGz0kMIQVFREWMEEUJw/vx5aLVayGQyFBUV1XpcZ86cwXvvvYc7d+4Y9OXAgQM4e/YshgwZgvj4eCxcuLDVeGVbEm3K4KmuroZOp2sy13XPnj3h6+uLxMTEWgXt9G7MnJwcxnWs//7gwYMYP368gUu3qSkuLkZlZSXOnTuH6Ojop/qNXC5HVFQU8vPzn1m/nhc0TSM5ORnfffcd5s+fj1GjRmH37t3g8/m4e/cu81Ktrq6GRqNhvDAFBQX44YcfmmTmL5fLsWnTJowfP57RANIXrNy2bRvefPNNjBw5Eu+//z4yMjKM3n9lZSU4HE6rMHj4fD4CAwNha2uLY8eONYlnUiaToby8nFnKFIlEGDhwIOzt7UEIweHDh5n07edZSoSmaVy5cgUWFhbw9vZu8pfftGnTsGnTJri6uuKTTz7BiBEjMGHCBHz99ddMxuKSJUuYWBpjMTc3B4/Ha/A10sewPOoJkUgkoCgKGo0G0dHRWLBgAcLCwvDmm2/i/9g77+ioqvV/P1MyM+m9k0AoKZQQCL1JiUqRohfQS5GO0kQRKSIgTREURKXYQAS8CCLtIhC8irRLCSWAXEhCEkoS0uskmUw5vz/8nfMlpIcEkMyzVhYu58yZPWfO3ufdb/m8ly5dKvZ+MQR18eJF2rdvX+J76HQ6Jk+ezKJFiySNoXv37rFu3TrGjBnDrFmzpPldmsETGRnJrFmz+OSTT0hISCApKUlSXs/LyyuznYadnR0KhYJdu3ZJxtzNmzf54osvsLa2ZsqUKXh5eZlzeB4TdSqH534PTU1gZWVFaGgox44d4/Tp0wQGBhZ7Xa/Xk5SURFFREYGBgZLLNT8/n+vXrwN/7aJqy5UeGBjIkCFDuHz5Mn/++WelclHu3LnDjBkzeO211xgxYsTfNsas0+kIDw/niy++4MSJEzg6OpKRkYFGo2HSpEl0796dwMDAYkmX58+f5/Tp02zZsoU9e/bg6+tLQkLCQ+VWiAtpdnY2X3/9NQMGDMDe3p558+Zx+PBh2rdvj4+PD/v27cPf359FixZV6X7IysqSPI5/d2QyGYGBgbRv357w8HBiYmIIDQ19qPlRUFBAbm4uLi4uJe7la9eucfToUWQyGZmZmWXu2msDo9HIyZMn8fLyknJDahKFQsHw4cPp0KED169flzyBdnZ21K9fH39//4cysho0aIC9vT1Xrlzhxx9/pGvXriVa8lSG+z1ESqUSmUxGSkoKa9as4fr16/Tr14/Dhw+zZcsW2rRpIx0rbma0Wi3NmjUrkXitVCpRqVTs2bOHiRMn0qBBAz799FPWr19PSEgIJ06c4OjRozRv3lxal0UDxWQysXr1arZu3Yqtra0kSHnnzh18fHzIysrixo0bdOjQocT36dSpE61bt+brr7/G19eXESNGsGnTJm7cuMHgwYOf6HzAukCd8vCoVCoUCkWN7uT8/PyQy+XcuXOnxGs6nY6UlBQcHR2lpGZBEIiNjeXatWvUq1evVg0KjUaDr68vMpmswvi0SH5+PteuXePu3bt/2xiz0Wjk999/Z/r06Zw7d47p06fTtWtXBEGgW7duTJ48mf79++Pv7w+Au7s7bm5uXLp0iREjRrB9+3bCwsIYPXo01tbWD9ViQi6XSxV50dHR/PbbbyxYsIADBw4wcuRIvvjiC1asWIEgCBw9erTCSpEHSU9PRy6Xl9oS5e+Ih4cH3bp1w2g08uWXXz50mEls+PhgYq7JZOLbb78lPT2dV155hbS0NM6fP09eXt4jCW0VFhZy/vx5PDw8HjpHrCzkcjlNmjShf//+jBgxguHDh9O/f3+Cg4Mrbew8qNAs/nl7e0ths5kzZ/LDDz9UKSdR9Ozc7+kQ35+UlMSRI0cYO3YsCxYsQC6Xc/bs2WLecIPBwKVLl3B3d8fLy6vEpsTCwoLhw4eTl5fHhg0b+Pe//83GjRslY+Srr76S2niIStuiLEBcXBxnz57FwcGB4OBgvvvuO9atWwfAokWLyMjI4PLly6Wujy4uLnz44YdYWVmxfPlyZs+ezf79+1Gr1cybN++pUEP/O1OnPDzW1taoVCru3buH0WisVpKbOCkLCwvR6XQUFRUhCAL37t2joKBAMqrgrwdvfn4+1tbW0sTW6/UcO3aMCxcu0L1791rXcxAXtsr2rBHLdNPS0tDpdH+7OLOYDPree+9hMplYv349ubm5rFmzhoCAAGbPnl2sHB3AwcGBefPmYTKZSExMZMqUKYwfP57jx49LCc7VRaVS0bZtW2JjY4mLi2Pp0qWkpqbSv39/5s2bh4ODAyaTiaCgIJKTk4mOjsbDw6PS53/aDB6lUkmfPn3Yvn0727ZtY/bs2TRu3Lja57OwsECj0ZCTkyMZrkajkYMHD7Jnzx5atGjBsmXLSE5O5uuvv6aoqIhRo0bh6+uLSqVCo9HUyqbkypUr5Ofn4+npWS3PSG0hJtgbDAb0ej1FRUUkJSVx9epVrl69yvXr14mNjSUxMZHs7GwKCwtRKBScPXuWiIgIWrVqhUKhqNBjJYZ27/fMiMaS0WikWbNmvPjii7Ro0QIHBweysrK4c+cOzZo1A/5aRy9evIinp2eZcgJDhw5l+fLlbN++nfDwcNRqNR9++CFNmjShcePG0hjFHC7RS3r16lWysrLo1asX06ZNY+LEiURFRfHWW2/Rp08fGjZsyNmzZ7lx4wbNmjUr9l1lMhktWrTgX//6F0OGDOHLL7/EZDIxZ84c/Pz8qvmrmKkp6pSHx9vbG3t7eylxrTrk5+dz9OhRpk2bRuvWrZk+fTp5eXn88ssvLFiwoFiymoWFBY6OjmRnZ0sLbmRkJBs3bpTyiWqb8qocSkNc8PLz8/+2DfKuX7/OpUuXePbZZzEYDLz//vvY2Njw7rvv0rNnzxJGpkwmo02bNuzdu5dz584xe/ZsnJ2dpTL1iIiIElUXlUWtVjN16lS+//57GjVqxN27d/H29mb+/PlSzoIYysnLy+PevXtVOn9aWloxL9LTQGBgoOT637Rp00Ody9XVFV9fX06ePMmlS5eIj4/n119/Zfny5RgMBlavXk39+vX54IMP6NSpE3v27KFnz560a9eOiRMnEhkZWRNfqQSnT59Go9HQuHHjx66hZDQaycjI4ObNm5w/f559+/axYsUKRo4cSUhICMHBwbzyyit88MEHHDp0iDt37qBQKHB1dcXHxwelUslPP/0khc8rg+hxvt9QF9cpjUZDz549JWOiQYMGFBQUFPN+Go1Grl+/jpubm1Qx9iAajYY333yT3NxcEhMTmT59OiEhIchkMimVQFyTZTKZZFhHRUWh1Wql3CBXV1caNWrEmDFjcHR0ZOzYsURGRrJ9+3bS09NLrK9yuZy2bduycOFC6f8lJydz7do1CgsLK3V9zNQOdcrDY2trS4MGDTh79mypOTcVkZOTw/r161m3bh0NGzbk5Zdf5urVqxw5cgR7e3vS0tKKhY40Gg0BAQGYTCa+//574uLi+OGHH4iOjsbOzo7CwsJKGyNikly9evWqNOasrCyAKuV4iDu8ssYmCAI6nY6CggIcHByeuP4y6enpKBQKLl68yK+//kphYSFz5sxh2LBhVTpPYGAgLVq04NSpUxw5coS+fftW+7u6u7tLlThjxowhODhYek0mk1GvXj20Wi1paWlVOq9o8DwtHh6RQYMGsXHjRg4ePMjMmTOrXcXk4+PDwIEDWbBgAePHj6d+/fpER0ejUChYtGgRoaGhyOVy2rdvz6ZNm4iMjOTmzZvcvn0brVZbbUO3IiIiIrC2tq5yp/GHRUzQTk1NJSkpiTt37nDr1i2uX7/O9evXuXHjBqmpqZhMJuzs7KhXrx69evWSwr6enp64urri4OCAWq2msLCQzz77jGPHjqFWqysd/hW9KvcnG4vrjYeHB88++yxKpRJBEPD19SUmJkbSyRG90ElJSdjZ2ZVbhGJnZ4dMJivWTuN+kpOTiYyMRKPR0LZtWwwGAzExMeTn5xMUFMSGDRu4evUq7733Hn5+fqhUKoYMGcKxY8f48ssvyc7Oplu3btJ36dChA1ZWVhQUFHDs2DFsbGxo2rQp+/bt4/Tp07z66quEhYXRtGlTyXv+pK2fTzN1yuCRyWR06NCBn3/+md9//53Ro0dX+r16vZ4NGzawYsUK/vnPfzJlyhQaN27MzJkz+f3335k8eTJDhgwpZlgoFAq6dOnCwIED2bFjB7t378bW1pY333yTo0ePcvv27Up7UebOnYu1tTVffPGFFIoTBIH8/HxkMlmZ7S1Ej0Fle97cH4cvy+AxGo38/PPPHDp0iEmTJtG+ffsSXhOTyVSslL+yFBQUkJmZSWxsLFqtlrZt21a5kiQoKIj69etz/vx5AgMDmTNnDiNHjqxyaEKj0TBv3jzGjBnDokWLuH37NoIg0Lp1a9q1a1elcKRoDMtkslIF0ry9vSkoKJAeBJUlNTUVuVxeo2XNlcVoNJKQkMCVK1dITExEEARcXV1p37691CupuoSEhODv7090dDQRERFSvkVVER9QVlZWhIeHk5mZyQsvvEDfvn3p1q1bsZwKFxcXevXqRa9evTCZTBQVFdVKNY3RaCQyMhIrK6tqhetEo+Xu3bvodDpMJpNUYSj+K/63Xq9Hq9WSkZFBcnIyCQkJ3L17l/T0dFJSUkhKSiI1NRVBEHBzc6NZs2YEBQXRpEkT6tWrJ4WMnJ2dJePh/jmdnJzM7NmzGTRoEBMmTCgR4imL0tYlMSfGzs6umCFYr149CgsLiwkD5uTkYDAYsLKyKvM3iouL44MPPsDW1hZ3d3fWrVuHl5cX/fv3l9aCI0eOkJiYSMeOHalXrx5ZWVmSJ+nEiRNs3bqVnj17MnjwYGmNrV+/PkuWLGHdunXs2rWLnTt3YmFhQf/+/WnRooV0r+3bt49evXoxb9484uLi2LJlCx999BE7duwgICAAd3d3VqxYYa7YeoTUKYMH/sqiV6lUXLhwgaysrEqHAo4fP87GjRvp2LEjixcvxsnJiYSEBM6ePYtCoeCFF14o9aFTr149VqxYwUsvvUR6ejrt2rXDy8uLxMRE/vvf/0pqpxUtEocPH8bT05OCggJsbGzIzMxk2bJlhIeH4+XlxXvvvUeXLl1KqHtGRkYiCEKZ3qzqJGiK1R6///476enpbNiwQfI85ebmsm3bNn744QdsbGx4++23CQsLK/NcYon2zz//zOnTp4mOjpZ0cVQqFbNmzWLixIlVGpufnx+7du3izp07NGjQgIYNG1aYLPjgddBqtURERHDkyBG0Wi3R0dFER0cDMGDAAMkzUBkEQeDChQvS+0sr5XVyckKv10sJlJWhoKCAvLw85HJ5tcuLK8v918dkMnHs2DE2btzIuXPnyMnJkVz1KpUKb29vXnzxRSZMmFDtdg0ajYZnnnmGyMhILl68WG2DB/4yZIYNG0bfvn3R6/WSqnJ5BrBcLq9W/tqD91Fp8zoxMZG0tDScnZ0lteeqYDAYWLBgAbt37y4maFnav6J4n9gxXcw9lMvluLu7S8Z7u3btaNCgAba2ttjY2GBtbS1VTZWHk5MTe/bswdHREVdX10pvKsSmoffnL927d0/qWH7/fHVzc0Ov1xfznicnJ2NhYVGsH56I6AH64IMPuHnzJlOmTKFr167MnTuXKVOmkJOTw8iRI0lNTWX//v1kZmYyadIk5HI5Wq2WgoICjEYja9euxcPDg7feequYZ12pVNKqVSs++ugjZs6cKVV/uru74+TkRFZWFgsXLsTe3p6RI0fSunVrWrVqRefOnbl69Sp79+6VwmiPUvvJTB00eJo3b46npycZGRlcuHCBnj17VvgeQRD47bffuHXrFjt37sTR0RGj0cjevXuJiopi0KBBZTadExeWAQMGIAiC9JDs2rUr+/btY/ny5bRv377CB7KFhQVGoxGtVktmZiYTJ07k2LFjqFQqYmJiWLVqFX5+fnh7e0sLwO3bt4mMjMTd3V0SWrsfk8lEamoqsbGxeHl54ePjIy02CoWizAe6XC7n2WefZfbs2bz77rscOHCAcePGkZSUxNKlS9m1axcBAQGkpqZy7dq1cg2eiIgIBg4cSE5OjvSZcrkcW1tb1Gp1tfIbFAoFzZs3l3abZUnAGwwGKTlTr9dz69YtTpw4we+//86ZM2ckb4vBYJAeLL1792bWrFlVSng3GAxcvXpVEkG7X2xNRHTfVyVvKiMjA71eLykU1waCIEiGlUql4vLly6xcuZI//vgD+D+vSKtWrXBwcCAzM5NffvmFAwcO0Lt374fqT9WmTRt0Oh3Xr18vU8q/slhYWJSZ61FTCIJAWloa+/fvx8fHhx49epR6n1y/fh29Xo+Xl1e1FZbFxp729vbY2dlJPZru9/RkZWVx+/Zt1Go1QUFBtGnThqCgIAICAggKCsLd3V1qOismGlf1GltYWBAUFFSl95hMJmJjY4G/yttFxHwYpVJZzGNtZ2eHwWAoJp4qeoNEo+H+cWdnZ7NixQp27NhBs2bNmD9/PtbW1vj4+DBjxgxmzJhBfn4+Tk5OnDx5ku7du9O9e3cAqeO6lZUVTk5OfPrpp3Tq1KnEWiiXy3FxcSn2+8lkMoxGIx999BGxsbG8+uqr9O/fX3qvp6cnHh4edO/eXfKAm707j5Y6Z/AoFAr69u3L2rVrOX78eKUqpYqKikhPT0etVuPu7o7RaOTMmTN8//33KBQK3nrrrXLfX9pCMmDAAPbt28cvv/zCt99+y2uvvVbu7sjJyQmdTkd0dDSbN2/m1KlTvPjii8yePZvPP/+cH374gStXruDl5SUtAidPniQ5OZmJEyeWMKgEQSA6OpqpU6dy7NgxnJ2dpRYYNjY25S58Yky8d+/e7N27l88++wx/f39WrlzJxYsXmTNnjtSNvCLEqoY2bdrQtm1bAgMDcXd3x97eHoPBUO0FQbzmgiBInhOtVkteXh55eXnk5OQQFRXF1atXuXbtGn/++SfJycnIZDLs7e1xdHQkODiY5s2bS0nnr7/+On379i212WJ55OTkEB8fLy1ypYkEVudhnpqaKjW+rK1quszMTBYsWMCWLVsICAggKioKa2trunXrxqhRo3juuedK5A+9+eabD/XbiQQGBmI0GklOTpaqHZ8kxJBydnY22dnZpKen8/nnn7Njxw66d+9Oo0aNaNiwYYn33bhxA6PRSNOmTav1u1tYWLBw4UIpKbasc3z77be8/vrraDQa0tLSaNu2Lf/85z8rnN9VQTSItVot9vb2ldqgpKWlSR6a+z3P1tbWODs707hx42LrlY2NDQaDoZj308XFBYPBQEZGRrGKW6PRyIEDB/jqq6+wsrLiiy++kPp2tWrVil27dvHWW2+xYcMG7O3tycvLY9q0adL8cXR0ZNGiRYSFhdG9e/cKK6sevI7nzp3jX//6F97e3sycObPYHBDXpMedpF6XqXMGD8A//vEPPv30U86ePUtaWlqF+S1KpRIHBwd0Oh07duxAqVSyY8cOoqOjmT17drUWLkdHRxYuXMj58+f56aefGDduXLkGj7u7O3/++Sdff/01hw4d4oUXXmDNmjU4OTnRs2dPfvrpJ6nRpUajITMzk/DwcGQyGa+88kqJ8+n1eilJc/DgwcTFxZGWloaNjQ12dnbk5ORUqMPj5+fHc889x5IlSxg5ciRFRUXMnTuXcePGVVrNOjQ0lAMHDpS6E67MwmA0GomJiZH0U3Q6nbSlCxEXAAAgAElEQVQ4Zmdnk5GRIcXl7969y927d0lISCA5OVnKAXB3d8fPz49OnTpJomxBQUFSj6Pc3FwKCwur7a0oLCyUkseh9Hyq6ri209LSMBgMZXoXa4LExEQiIiKkh8awYcN49tlnefbZZ7G2ti71vlcoFDVSyu3t7Y1CoZC8mo/T4BE9gmKyr5jwGx8fT2xsLDExMcTExKDVagkMDGTQoEFlygvcvHkTk8lU5aKJ+6nMetOmTRuGDRtGs2bN2L59O7NnzyY5OZnp06dLv+fDkpSUxMaNG7l58yZjx46lc+fOFW4gxfw8Ly+vYl63pk2bsmTJEpo2bVrseEtLSymnSpwnbm5uODs7ExsbKzX+FQSBxMREdu7cSXp6OpMnTyYkJKTYuRwdHfnkk09444032L9/P//4xz/o0qVLsTE3bty4WrlVer2eH3/8kbS0NFasWEGTJk2qfA4ztUudNHhatGhBUFAQN2/e5H//+1+FBo9CoSAsLIyffvqJ+fPnYzQasba25o033mDs2LHVttiDg4NZs2YNNjY2Fe6GPT09+eOPP9izZw/+/v688847ODk5IZfLady4MX5+fhw7dgy9Xo9Go+H8+fMcO3aMV199lUaNGpVYIBMTE/nuu++knKTs7GwCAgKIi4uTkmdLC73cj0wmw8HBAQsLC5KTkxk6dCjjxo2rUsWQTCYrNzwk9tApTdtDFCkbP348BQUFUpKmwWCgsLCQ3NxcyXCTyWS4uLjg4+NDmzZtqFevHn5+fvj4+ODi4oKLiwuurq64urqWGI+9vf1DVUHdnwju4OBQat5GUVERcrm8SqGy9PR0DAZDlXR7qkqTJk1YvXo1ubm5UnluaXkTtYGlpSW2trYUFBTUaguW0jCZTKSlpXHr1i1u3rwpGTTJycmkpqaSkpJCSkoKOp0OtVqNn58fffr0oW3btnTo0IHWrVuXWUhw9+5dTCZTsXBObdCiRQtWrFiBvb09bdq0Yc6cOXz88ccYDAZmzZr10AZkRkYGs2bN4ueff8ZoNOLt7U3r1q0rPG9UVBQ5OTklkvfVajWjRo0qcbx4r4nzSC6XY2VlxaBBg/jpp59Yu3YtI0aMQC6X8+WXX3L48GFcXV3p1atXqfPp2rVrnDhxAj8/P8aMGVNj4eC8vDxiY2Px9fUtdZNp5vFTJw0elUrFCy+8wKpVq7h8+TJdunSpcEfauXNnNm/ezPHjx7G0tKRjx44EBAQ89OLfv3//SsXOHR0dpVySkSNH0rRpU2lX4u3tjY+PDwcPHiQjIwMbGxucnJwYPXo0w4cPL9UgO3DgAIWFhfTo0UNSizaZTNy7d4/ExEQcHR3LNXgEQeD8+fNs2rSJrKwsBEGQSnnFao7KcL9n48GEa0EQ2LlzJydPnmT+/PmlelhsbGxo1qyZVCUk5h9pNBppx/3aa6/RsmVLHBwcsLS0xNLSEo1Gg6WlZQkF3trA2tpa2sm++OKLpT4Q8vLySiRrVkRGRgYGg6FWc1PUajUdO3astfNXhJ2dHXq9vlz9ErFq6caNGyQnJ0tyD/f/iceV9v/0er1kVKWmpnLr1i3i4+PJysoiPz+/2B+As7MzQUFBDBo0iNDQUAIDA3F2dsbW1hYHB4dy76mioiLS0tIkteLaRMwfBHjmmWdYt24dQ4cOZe3atTg4ODBt2rRqdxgH+Pzzz6X8vX379pGVlUVRUVG5Bo8gCFy/fp2cnBw6d+5cqc+5P19HvK5qtZopU6Zw7do1NmzYwK5du5DJZGi1WoYMGcLIkSOL5d6Iv/fNmzeZOnUqeXl5vP3223To0KHGxF9tbGxo2bIl9erVq7F+jWZqljpp8CgUCgYOHMgnn3zC2bNnGTp0aIXhCo1GQ8eOHaXk38qoiVaGyk42sZqsTZs29O7du5gR4+7uTr169TAYDFy5cgVfX19atWpFcHBwqZUWgiCwd+9enJ2diy0KBoNB6giclJREfn5+qcmigiBw69Ytli1bRkREBMOHD0ev17N//37WrFkjJQlWdH1MJhPZ2dn89ttvBAYGSiqqYvLujRs32LZtG/n5+aXqoYj5Np999lkJw0mn0/H111+zdOlSPvvsM/bu3UuTJk2q9ZuJSaBarVby7llYWFT6XA4ODrz22ms0bdqUIUOGlGpcZ2dnY2FhUaX8INHgqazkwN8RKysr9Hp9ucZ3UVER3bt35+LFi9J98OB9X5mQofhAFf8UCgV2dnaEhIQQEhJCaGgoISEheHt7o1QqiyXZV/ZeEI0omUz20KX7VUGhUBAaGsqPP/5Iv379WLt2LYGBgTz//PPVfuB37tyZRo0a0bJlS/79739XSuQ0KyuLmJgYDAYDXbt2rdTn5OTkIJfLi20G5HI5LVq0YNu2bfz444/897//xc7OjpdeeonevXtL81PM47t37x4LFy7kwIEDZGZmMnbsWCZMmFCjrR6USiXz589HEARzMvITSp00eGQyGZ6enrRu3ZoLFy6QnJyMm5tbhYtWReGXijAajej1esk97+zsXOlcB41Gg1KpJCQkpJgsOvy1mHl4eKDRaIiKiqJfv37SQlwaOp2OCxcu0KBBg2Lx8vz8fA4dOgT8lR9SWksFsXXD6tWr+eWXX+jZsyeLFy/GwsKC2NhYNm/eTIMGDRg9enSFD+/ExERefvllIiIimDp1Ku+9957U9+vkyZMsXrwYk8nE5MmTy9SZKSsJUKVS8dprr2EwGFi5ciUjR45k+/btVZZ3F/OCDh8+zIYNG4iLi2PmzJmMGTOm0r+dTCajVatWtGrVqsxj4uPjsbS0rJKejpi0XJshrceNUqmUwpRlIeZIWVtbS53ju3Xrhq2tbYlSbVEY735Pj+hZs7GxwdHRUapYrF+/Pp6enjWaZJqdnY1Op8PCwqLaFVrVRbwPly9fzvTp0/nuu+8ICQkpNQdMzJm5PxlevIbi2hMWFoYgCFy+fJnc3FwsLS0rnBPx8fHEx8fj7+9PvXr1KmUoZmdno1AosLS0LHa8XC6nfv36zJo1q9z3C4LA4cOH2b59OyaTiVdeeYXly5eXGXKsLuaqqyefOmnwwF95GZ06deLzzz8nOjqaZs2aVTnRUhAEKaGyoKCAgoIC8vPzJa0L8V+dTkd+fj65ublotVpiY2OxsLBgwYIFlW4cGBUVJVWJlTZOZ2dn1Gq1pG9RHmJjUHd392JCiUePHuXatWu4u7uTmZnJtWvX6NKlSzEjTxAENm3axFdffUVISAjz58/H19cXQRBYuXIlM2bMYMWKFTg4ODBkyJByDUSj0YibmxsKhYLIyEjeffdd5HI5sbGxXLp0iV69evH666/Trl27aj10rK2tmTx5MllZWXz66acsXryYjz76qMoekVu3bjFjxgwcHBzIzs7m888/r5aQYVmIFXPW1tZVEogUk5YfpafgUaNQKCgqKipXwdfW1pZNmzZx5coVlEolnp6ePPPMM2g0midOxTYnJ4eioqIqbXZqEqVSSb9+/QgPDyc8PJyLFy/i7u5eYnN06tQpIiIiGD16tNTvbffu3dL77xc/vXfvHtnZ2Xh5eZW7yREEgbi4OOLj4/nHP/5RaeMgIyMDpVJZ5erI+z/X2dmZsLAwWrduzdSpU6ukPG/m6aHOGjzW1taEhoaiVCo5fvw4ffr0kSx+k8lEfHw8N27cwMHBgXbt2pGXl0daWhq3b9/m1q1bUsWPqKArGjiFhYWSyJfYXFQU/BLDMmq1mnbt2lWYFHw/Z86ckcZWGqLUu6j1Uh6i5+Z+b0Jqaioffvghbm5uDB48mJ07d3LixAnGjBlTzGgJDw9n5cqVuLi48O677xZTHO7QoQOLFi1izpw5vPfee1hZWTFw4MAyx+Hr68uyZcvo27cvkZGRpKSkoNfrpb41nTt3fug8BxsbG2bMmMH169fZt28fbdu2ZeLEiVXy1Dk7O0vXZunSpZw/f77GBcNiYmKwtbWtdD6OTqcjNzcXk8n01Ia0RPmD3Nzccls8yOVyOnToQIcOHap0fqPRyObNm3FxcWHAgAEPO9xKkZ+fj16vf6ytQJydnenfvz9Hjhxh79699OjRo4QxcerUKT777DMCAwPp3bs3586dY8aMGZKml+gVMhqNXLlyBVtbW3x8fMo1YgoLC7l27RoZGRl079690gZPUlISKpWq2tdMoVDQq1cvQkNDcXFxMXth6jB11uBRKBTUr18fX19fzpw5g06nkwye3bt38+GHH5KYmIiFhQVOTk7FDJeCggLJuDEajSgUChwcHHBwcMDZ2Rk3NzepvNvKygpra2scHR3x8PCQKoVcXV0rHYrIz88nJSUFuVxepqfD0dERlUpFYmJipb676J0StUQWL17MlStXGDFiBKNGjeL8+fMcOnSItLQ0SWX01q1bLF26lIyMDN5//3369OlTbPFQqVSEhYWxfPlypk2bxptvvomFhQV9+vQpdactk8kICgrC39+fvLw8aSev0Wiws7OrsWRCZ2dnFi1axHPPPceOHTvo0aMHgYGBldr9y2QynJ2dGTJkiNRaoro7zbLIzs4mLS0Nd3f3Shs8+fn56HQ6ZDJZrassP07kcrmUQ1XT/O9//2PZsmXY2dnRvHnzUjVzahqxafDj9DAolUqaN2+Ov78/v/76KzqdrsQ97ejoSH5+Prdu3cJoNLJ+/XoSEhJQqVSkpaVJBo/BYCAiIkJa78qbUxkZGURERODl5UVQUFCl53daWpqkD1ZdrKysajyEZebvR501eOCvZF8fHx9OnjyJVquVGmFaWFgUC0vl5eUhk8mwtLSkQYMGBAYG0qRJE6llQVxcHP7+/jzzzDPFKgnu/7e0v/t5MD5+P6K4lkqlKnM3r1KpkMvllWpN0KRJExwdHTlx4gSTJk0iNjaWU6dOSToYzs7OtG/fntOnT7NkyRJWrFjB77//zvz584mOjmbYsGHMnDmzVC+JWq2mT58+bNu2jVGjRjF9+nQEQaBfv36ljkXMi6rtbt9NmjRh6tSpLF26lKNHj9KoUaNKh8nE3yQxMZHU1FT8/f1rNFQiCtHZ2dlVWutHq9VSWFj41Bs8tSm9HxMTQ3p6OtnZ2Zw9e/aRGDyiEvLjDrXVq1eP+vXrc/r0aZKTk7G3ty82JrVaLbVziIiI4NSpUxiNRmQyWTFDRRAEcnJyaNy4cbmhVUEQSElJ4cyZM3Tu3BlXV9dKXwMxpGVtbS2Jd4K56aaZqlOnDR43Nzd8fX05cuQIkZGRUvhkwIAB9OrVS5LuV6lUUo+Z++Pu9+7d48UXX+TSpUtMnTqV3r17V2scJpOJ27dvk5aWRrNmzUrstsTqHXt7+2Jdtu9HrBSpTJjM1taWpUuXsnz5cvbu3YtaraZnz56sWrVKSt5+5ZVXOH78ON999x1Xr14lOTmZ+Ph4AgMDWblyZbkhITHEsHfvXjZu3PjYH8hiaOSFF17g+++/Z//+/SXagQiCQEJCAgqFAk9PTwRBIDc3F5VKJXWFPnbsGPHx8bz66qsPlbz+IJcvX5YSMBUKBQkJCbi5uZXres/Ly6OwsBBbW9unXrm1toye/Px8TCYTOp2O27dv18pnPIi42akNj1VVEL3R8JcQoL+/f7HXPTw80Ol03L17l4MHD5KUlCStMfff+xqNhm+//RaTyVRu+NloNHLu3DlSU1Np165dldaEvLw8LCwsUCgUHD9+HG9vbxo2bGg2eMxUmTpt8NjY2ODt7Y1KpeLKlSv07dtXes3a2rqEnkR2djYXL14kJSWFwsJCqfOwWq3G398frVZbLTGvwsJCNm/ezPfff8/PP/9McHBwscns4uLCzJkzUavVJVRIRSwsLJDL5RQUFFTqM4cNG0ZwcDA3btzA3t6e9u3bF9vltWrVimXLlvHNN9+QkJBA586d6dKlC4GBgZVSaRXDVStXrqzUeGobmUyGt7c3Xbp0Yc+ePaSlpeHh4SF93zt37jBv3jwUCgXr1q0jKyuLjRs34uXlxauvvsr169f55ptv8PPzY8CAATUWboO/HjhKpRIfHx8OHz7Mjh07WLFiRbG+aA8ienicnJye6oX/wSqrmkSUXTAYDMWUsGuTqs7T2kKhUGBlZYVCoSj1u4uVoH/88QdyuRwPDw8SExNLLQ+vjNJ3UVER+/btw9vbm+Dg4CqVg4tz7fz58/zyyy9Mnz6dBg0a1OgcNFM3qNMGj0wmw9XVFUtLS6mZXXmsXbuWrVu3kpaWRlFRkaToazQaWbVqFW3atCm39Li8cSgUCuLi4khJSSnx+v39uiqa5JVtPqlQKGjZsiUtW7Ys85gePXrQvHlz0tLScHFxkXanf9ekPwcHBwIDA8nKyiI2NlZqLgp//QZ3794lMjKSN954g4sXL7J69Wp8fX0ZNmwY1tbW9O7dm+eee4769evXqJEhPkjy8vJYsWJFpRIrCwoKKCoqeqzJr7WNaIxUp6llZRDDS+LnlEVeXh56vV4KeT8MokcuOTn5kYS2RGFFcZ0SG4yKZecymYyDBw/y559/MmXKFMl4cXd3p02bNpw5cwaZTMacOXP49NNPq10tlZyczLFjx+jQoUOVW2o4OTlx48YNfvzxR+rVq0enTp0eS4Wbmb8/ddrggf+rbqpMsm9UVBSxsbEMGTKErl27otFoMJlMrFy5kuTkZCIjIwkJCanyIqZWq6lfvz4qlYqsrCxMJlOJCV2RoVNbO2Gx3cLTgEKhwNXVFWtra2JjYzGZTMXUqkNCQrh06RJnzpzh8OHDZGRkSDokfn5+LFmyBCsrqxoPIaWmplJQUMBPP/2Eg4MDS5YskQzMshCr/p7WCi2R/Px8FApFrRjZ4lyRy+VlNl+9desWs2bNIiYmhlWrVtGtW7cSgoYmk4lDhw6xfv16lEolP/74Y5keDA8PD6ytrYmPjycxMVEqCKgNcnNzefvtt4mIiECn05VQnBZlDXbt2kWjRo0YN26c9F6NRsO8efN46623aNiwIX369OGzzz6TPENV5dChQxQWFtKiRYsqf+dBgwbx66+/kp+fz8SJE0ttlWPGTGWo8waPk5MTlpaW3Lp1q8JjV65cyYABA3jmmWeKJdk2aNCAZ599lkOHDjF48OAqVxPI5XJcXFxwdnbmyJEj9OvXr8qLyoPCamb+D/GhZDQaUavVqNVqUlNTJQVfS0tL5HI5bm5u6PV6du/ezYkTJwAk9VgLC4taS6w2Go2SKOXkyZPp1q1bhTvYwsJC9Ho9zs7OT/Xin5mZiZOTU610g79fUbmsVgDW1tZSqHHcuHF8++23dO7cWcpjMZlMhIeHM336dHJycujUqVO5v4enpye+vr5cuXKFI0eOMHr06Fr7/fbv38+mTZuwsbHB2tpa8vCIa4VWqwUgJCSEjz/+uJgmmFwup3fv3vTs2ROZTEZMTAyCIKDRaKq8vhkMBr7//ntcXFyKXbvKIJPJGD9+PC1btsTW1pamTZvWaP6cmbpFnQ+Cio07MzIyKjzW1dWVl156SRINE//at2+Pv78/cXFx3Lx5UzpeLP2Ojo4mNja23HCThYUFKpWKJk2aVGtCP9gjyMxfGI1GYmNj2bVrF19++SWnT5/GZDJRUFDA3r17mTVrFvfu3QOgdevWGAwGjhw5gqWlJXZ2do9EvG7ChAk8++yzLFq0iDFjxlTKmyGGVB93QnhtIggCmZmZqNXqGpcCgL/mvqjUXZZEhIuLCx9//DFLliwhKyuLN954g/DwcKlf140bN1i2bBmCIPDDDz+wa9eucj2AoiGhVCrZunVrtXKH9Ho9KSkp5Ybh7v+OH3zwAXfv3iUpKYl79+6RlJRETEwML7/8MgDz588v0VNKrMbSaDSo1WqpX15V+uSJnDx5kitXrtCgQYMSDUMrg1qtpkuXLrRs2bJKLV3MmHmQOm/wqFQqFAqFtNupDmKfmtTU1GLCf3q9nvDwcMaNG8drr71GUlKSFFOPiYnh3r17kkdGNJ7q1atXrfi02cNTEoPBwLFjx5g0aRITJkxg7dq1bNq0iYyMDKytrfn88885fvw42dnZwF/CiQMGDKB169YMHz6cJk2aPJIKqMGDB/PLL78wceLESidz6vV6jEYjVlZW1XoApKWlcfjwYe7evVvl9z4qROFOhUJRK7+Dh4cHSqUStVpNgwo6l7/++uvMmTOH1NRUZs2axaZNm0hKSmLVqlX8+eefTJo0iY4dO1Zq7g4cOJCgoCAuXLjApk2byMvLq/SYMzIy+P7771m4cCE3btwo99iWLVui0+m4fPmylCQterTS0tJISkpCrVbTpEmTCj83NTUVoMrtMIxGI9u2bcNkMtG3b9+nPgRr5snGbPD8f4NH3DFXB5lMhru7O1qtltzc3GL/397eHpVKxbFjxzh37hyCIHD69GmmTZvGsmXLpC7QosFT3YVdr9djMpn+tgnFtUFkZCTvv/8+586dY/ny5WzYsEFSfv7tt9+IjIzEw8NDetjZ2dkxduxYRowYwUsvvYQgCBXm0tQE4kOoKoiJp9VpflhYWMjatWuZMmUK8+fPl7pRP2mIeXXVCaNUBnFzodFoKmzxolQqmTRpEosXL0an0zF//nwmTpzI9u3b6datG6+88kqlKzTd3NxYuHAhMpmMTz/9lNWrV3Pz5s1yNyt5eXkcPHiQN954g9mzZ0tSBuXh5+dHixYtOHPmDFevXi32WkxMDNevX6dFixaVytETN2uV1Ym6/3P++9//otFoeOWVV6r0XjNmapo6HwwVtSXESo3qGgwqlQqj0VjMaFIqlXTt2pVBgwZx4cIFLl68SOfOnVm/fj3h4eFcu3aNxYsXY2VlJeVxVHfHnpubi16vN++g/j+5ubns2rWL//73v8yfP5/Ro0eTk5MjXduzZ88il8sJCAgolh/yr3/9C51OR+vWrcnPzy+3NPxxUl7F3IOd4x987fjx42zbto2cnBzCw8OlB9+TRlxcHIIgSE09H5YHw71ubm4olUopxFkeMpkMKysrhg8fTqNGjZg7dy4HDx5Eo9EQHByMu7t7laqunn32WT7++GNmzpzJypUr2bx5M35+fjRp0gQXFxccHByQy+UUFhYSHx9PZGQkt27dIjMzk6FDhzJv3rwKhRLVajXjx49n6tSp/PrrrzRv3hxLS0vy8/M5ffo0CQkJjB07FrVaXep9UlRUREpKCq6urpLnuioFDIIgcOTIEe7evUuPHj0eibCjGTPlUecNnvvzXiqzWIndsw0Gg7TACYJAcnJyiVwD8YHUuHFj7OzsOHnyJMHBwezatUtaZMXPFmPk1fUoZGVlUVRUhFarpaCgoM7LqN+5c4dffvmF5s2bM2zYMDQaDZcvX+bo0aN06NABnU5HTEwM7u7u0vU2mUycOHGCfv36kZWVRW5ubjGtnicJg8GA0WgsNZlXEAReffVVwsLCGDVqlDR+Ue1269atmEwm9uzZw4ULFyoM5zwu4uLikMlk2NnZlZlUXFn0ej1btmzh1KlTeHh4MHToUDIyMqS5fO3aNQICAso9h6i23r59e/z8/KSeamvXrsXCwoLJkydXOolcpVIxYsQI/Pz8WLlyJREREZw5c4bTp08X+zwxl8bS0pJ27drx1ltv0b59+1KNlAeRy+X06tWL4OBgtm7dyvPPP09ISAi3bt1i165duLq60rdv3zK9yleuXGH06NF8/PHHUtKyj49Phd9NJC0tjd9//53c3Fxee+21J3Iemalb1HmDR+zfJJfLK/Tu5OfnExERweHDh4mPj6ewsBC1Wo2vry8nTpyQemfl5eVhbW0tTfBmzZrh7u7OiRMnSEpKkko770+I9fT0ZOTIkdX2KGi1WvR6PampqRQWFtZ5gyc3N5fbt28zePBgHB0dpbLv1NRU3nnnHcLCwvj2228ZPHiw9J64uDiysrJo2bIleXl5FBQUPJKQVnUQK27KelhdunSJxMREWrZsSdOmTVGr1RgMBg4fPsyvv/7KnDlzaN26NZ06dXrEI688t2/fRqlUSurfD8Nvv/3GzJkzsbe3x8fHh+DgYI4dO4ZWq0Uul3P27FkGDRpU4ecYjUYOHjzIiRMn8Pf3Z+LEiaxfv54PP/yQe/fuMXfuXOrVq1fhecRk6R49evDMM88QHx/P5cuXSUhIkPqkqdVqHB0d8fHxoUWLFnh6elbpOohim2PGjGHu3LksXbqUt99+mx9++IFr164xYcKEMhWLBUEgKSmJwsJCtFqtVIxRltL7g5hMJs6dO0dERAStWrWic+fOT+Q8MlO3MBs8RUVSn6ryYuJGo5Ht27fz3nvvYTAY8Pb2RqlUUlBQwJ49eygoKMDd3Z0tW7Zw5swZ3n77bcno8Pb2pn///ly5coX4+Hi6dOnC3bt3pXAaUK1uz/eTl5eHwWAgKCioRtz/f3fEUnTRg3b27Fm+++47QkND6dGjB0FBQXz88cfF3nP+/HkUCgXBwcGcP3+e/Pz8KidpPiru3/2X9tqsWbP46KOPmDhxIhMmTGDo0KHExcWxevVq2rVrR//+/Wul1LsmuXnzJhYWFpVuslseJ06coKioiMWLF9OrVy/u3r3LkiVLaNasGZGRkVy7do2srKwK587t27fZvHkzubm5rF69mgEDBtC8eXOWLVvGxo0byc/PZ/Xq1VWag3K5nIYNG9ZKyEetVjNgwAAiIiL417/+xcWLF0lISJAS88uq8jOZTKSmpmJlZUVSUhJZWVnY2dmVaEFRFnl5efz2228kJSUxd+7cauWamTFT09R5g6egoACDwVBhUmRSUhLffvstgiDw1VdfSQmPeXl5jB07llu3bmFnZ0dSUlKJ5pJyuZyJEyfi5eWF0WjE0tKSJUuW4O3tXWOKoVqtFoPB8FBG09OERqPBycmJ2NhYLl++zLvvvovRaGTo0KFlLtoXLlxAo9HQqFEjSSjN19f3iZSwF43lssb28ssv4+bmxpo1a1i0aJGUs5GTk8OECRPw9fV9xCOuOrGxsVhYWJTblLKypKSkILfbmtUAACAASURBVAgCrVu3xtbWlj179pCQkMCmTZuYO3cuMTExXL16la5du5Z5jvz8fH7++WeOHj3KiBEjeP7557GwsOCZZ57B2dmZefPmsXPnTlq0aMHbb7/90GOuKby9vZkzZw4+Pj5cvHiR3r17M2zYMNq2bVuu10Wr1aJSqYiKiiIzM5PQ0NBKyQMIgsC1a9f46aefCAwMpFu3bmbtHDNPBHX+LszOzkan01W4i0xJSSEjI4OAgACpl5IgCPz444+kpqbSsGFDtm7diqenJ/b29iV2z25ubrz66qsIgsChQ4fIzMysUYl00XD7OzzIHgUuLi4EBwcTHh7Oq6++yr1793jhhRcYNmxYqWEgQRC4cuUKfn5+yGQy7t27h0wmo0GDBk+kK/5+0bwHxyc2Sw0LC8Pf35+lS5eyc+dODAYDI0eOpGfPnk+kEXc/mZmZpKSkoFKpqpQ3UhZizp1cLufEiRNs27aNgQMH0rVrV/75z3/y4Ycfcv78+TLnpHh/rFq1iiZNmjB+/HhJx0epVNKyZUtWrVpF37592bJlC6NHj35ivIMymYwmTZrwzjvvkJeXh1qtxt7evlLq7UajkUuXLpGZmUlYWFilPk+n07F+/Xpu377NzJkz8fHxeSLnkJm6x5O96j0C0tLSyM/Pr3BRdXBwwNLSkujoaNLS0sjNzeWPP/5g8eLFFBUVMW3aNEJDQ/H29pYWwgdRKpUolUoyMzPJyMjAz8+vxgweUUG4JnbDTwNeXl6MGDECb29vcnNzef7559mwYUOZD6G8vDzi4+MJCgoiLy+PhIQE3N3dn9heVUqlskQjx9KOqV+/Pi+88AJqtRpBEPj99985cuQIer3+iRapvD9HriaSqsXQzerVq3njjTews7Nj6tSpODo68o9//AM7OzsOHjxIfHy89KDPzs6mqKgI+GudePPNNzGZTMyYMYOWLVsWm+MymQx/f3+mTZtGfn4+d+7ceegx1yQymQwbGxs8PDxwdHSslMFrMpm4desW165dQxAEnnvuuUp91pkzZ/jhhx/w9vbmmWeeqRVJATNmqkOdNnjEqpWCgoIKF9X69evTsWNH0tPTeemllxg/fjwjR47kzp07DB8+vNQqBKPRSEpKCpmZmdLDRafTkZSUhNFopEGDBjVm8AwaNIi33nqr0ruwpx25XM5LL73EL7/8wn/+8x92795dbvLr3bt3KSwspFGjRuTm5nLnzh3q16+PpaXlE7k7tbCwQKlUlpucLggCUVFRrF69GoCZM2cik8l455132L17d7H+So+boqIioqKi0Ol0APz555/odDrs7e1rpN9U//79adasGQcOHMDZ2Zn333+f4OBgZDIZPj4+jBo1ilOnTrFnzx60Wi3/+9//eOWVVzh9+jTZ2dm89dZbXL58meHDh9O/f/9S561MJmP48OFMmzatQl2fvwMqlYrMzEzS09Np166d5P0sj4KCApYuXYrRaKRdu3aEhoY+kfPHTN2kToe0tFotd+/eRafT0axZs3KPVSgUzJgxA61WK+VD+Pj4MGHCBKZNm1bqApibm8vXX3+NlZUVEyZMwMbGhsLCQu7cuYNCoajRHJ527drRrl27GjnX04JcLq+Uiiz8pWCr1+uxs7MjJSWF2NhYBg4c+MRWu4kPkfL6e6Wnp7NhwwauXr3KjBkzmDVrFp06deL9999n3rx55OTkMHr06CcivyIhIUES9uvcuTNXrlyhqKiI4ODgGkl47dq1Kxs2bCAuLg5/f3+aNWsmzT0bGxuGDRvG6dOn+eSTTygsLCQrK4uUlBRsbGzYs2cP+/fvZ/jw4bz99tvY2dmV+Tmurq5Mmzbtocf7uBFFU8X/fvHFFyv1O5w9e5ZTp07h6OjI888/X2WhQjNmapPHv9LVIFXR04G/8nJE13ObNm0qPL5Ro0asWLGCqKgo9Ho9Li4uNG7cuMx+SyqVCpPJxPfff8/zzz9P06ZN0Wq1xMTE4ObmhqOjo3n384RQUFCAyWQiMzOTkydPkpubS2ho6EPrv9QGJpOJtLQ0dDpdmfkROp2O3bt3s337dvr168fEiRNRqVSEhYVhZWXFu+++y8KFCwEYO3bsY8/psbGx4cqVKxw4cIDQ0FCioqIwGAyEhobWyPllMhmhoaGlnk8mk9G0aVOWLFnC8uXL+eijj7C2tubll18mMDCQo0eP4ubmxoIFC/D09KyR8TzpyOVyfH19sbS0pHHjxjz33HOVMoyjoqIA6N69Oy+++KJ5fTPzRPFUGTwGg4Fp06bRpk0bxo8fX+6xoljg7du38fLywtvbu1Kf4ebmVmk1Y0tLSzp27MiWLVu4evUqAQEB5OXlcf36dRo2bFjuTtHMo0WtViOXy9m/fz+JiYk0atSIkJCQJ7JVR3R0NNu3b5e0WR7k/qaWAQEBzJw5E1dXV0n7pUuXLqxZs4ZRo0axePFibG1tGTp06GN9ODk6OtKmTRt27txJUVERf/75J8Aj0wmysLCgc+fOfPPNN1y6dImioiI6deqEpaUlo0ePZsCAAZVeI54WWrZsydatW3F3dycoKKhS98cLL7xAQUEB/fr1w8XF5RGM0oyZKnB/l+1S/v5WFBYWCq1atRJGjRolmEymco81mUzCjh07BCsrK6Ffv35CdnZ2rYzp+vXrQo8ePYSpU6cKeXl5wsGDBwWZTCaMHTtWSE1NrZXPNFN1MjIyhPbt2wsqlUqwtrYWZsyYIeTm5j7uYZVKYmKisG7dOiEyMlIwGo0lXjcajcLQoUOFgIAAITw8vNRjTCaTcPXqVcHHx0do1aqVEBERUeGcqU1MJpNw6tQpwdfXV9BoNIJKpRJat24tFBUVPfKxGI1GwWg0Ptbr8SRgMpmqfC1MJpNgMBjq/LUz81gp06Z5qpKWZTIZbm5u5OTkSE05yyIvL4+IiAjy8/Pp1KlTrQljOTk54ebmRnh4OCkpKezevRsLCwuCg4PLzb8w82hxdHTk008/ZfTo0cybN4933nnnia0u8fT0ZNKkSQQHB5cZitLr9YwfP56wsLAyxQmbNm3K2rVrSUhIYMOGDaSnp9f20MtEJpPRtm1btm7dysSJE5k8eTKbN29+LPlFcrm8mChoXUXUearKtShLKsGMmSeBpyqkJZPJ8PT0JCEhgaysrDJFsgRBID09nSNHjuDo6Ej79u1rLXTh5ORE8+bN2b9/Pxs2bGDfvn34+fnRsmXLJyJZ1Mz/8bBq108KMpmMzz//HFtb23IfPDKZjJ49ezJhwgS2bNlC37596d+//2O7L8Vmu+WJ/5kxY8ZMdXnqPDze3t5kZGSQnJxc5nGCIBAREcHVq1dp06YNDRs2rLWkTYVCQZ8+fWjQoAHr1q0jLS2NTp06ERISUiufZ+bvgfD/tV6EWigLF+dBZXLErKysGDFiBI0aNeLUqVMVekbNmDFj5u/KU2XwyOVygoKCSEpKIi4ursyHicFg4JtvvkEQBLp161brYn3BwcHMmzcPX19fBg0axKxZs55YQTsztY/RaOS3336ja9eubN68WdKeeRzIZDIaN27MF198weuvv16p1gFmqobRaGT37t18/PHHFBQUPDHaR2bM1DWeqpiKTCajZcuWaLVaTp48SVhYWImyYkEQOH78OEeOHMHf35+uXbuW2XG6prCwsODll1/mpZdekrqym2PcdRNBEMjJyWHNmjXcvHmT7OxsUlNTcXR0xMrK6rHcF0qlkqCgoEf+uXWJpKQk1qxZQ2FhIaNGjcLb2/uxSwGYMVPXeKpmnEwmw93dnbCwMPbt28fZs2cxGo3S6yaTiRs3bjBr1iwUCgVdu3Z9ZEqgCoUCjUaDSqUyGzt1nNOnT3Po0CHS0tJ45513aN68OW+++SaRkZFSK4NHjdiby3xv1jwKhYIhQ4bQv39/vvvuO6ZNm0Zubu7jHpYZM3WOp8rDA38pzw4cOJDffvuNDz/8EAB/f39yc3O5fPky3377LZcvXyY4OFhSPzZj5lGh1WpZuHAhVlZWPP/88wQEBHDz5k1+/PFHLly4wIIFC3j++edLNJ818/fG1dWV5cuXM2TIEPR6vTl0aMbMY+CpM3gsLCwICwtj4MCB/PDDDyQmJuLt7Y1WqyUuLo6UlBSaNGnChx9+WGMqrmbMVJadO3dy6dIlWrduzbJly2jUqBFpaWmEhoaydOlS5s2bh0ajoVevXuYqvqcMOzs7evTo8biHYcZMneWpXFE9PDx49913yc7OZv/+/fzvf/8DwNnZmXHjxjF9+nQCAwPNMXQzjwxBELhz5w5r1qxBr9eTk5NDamoqjRs3xsXFhYkTJyKXy5k/fz7vv/8+QUFBZbaNMGPGjBkzVeepNHjEypPt27cTFRXF9evXcXFxoXnz5tjb25t3zmYeOXq9nk8//ZSoqCgcHBxIT08nNjaWjh07IpPJsLa2ZuTIkURHR/PVV1/xySefsHLlylpPqDdjxoyZusJT6+IQ+wY1b96cwYMH0717d1xcXKQKKfPO2cyjQixD//e//02LFi1Yv349+fn5pKSkSMfIZDKcnZ0ZNWoULVu25KuvvuL48eOPcdRmzJgx83Tx1Bo8Zsw8CQiCwN27d9mwYQNarZb58+fj5+eHTqcjJyenxPGtW7dm2LBhqFQqli1bVuoxZsyYMWOm6pgNHjNmapHCwkK2bNnCH3/8wdixY+nevTuOjo7o9Xry8/MxmUzFjlcqlQwbNoyAgAAiIiLYtm0bSUlJaLXax/QNzJgxY+bpwGzwmDFTSwiCwMmTJ1m1ahVt27ZlxIgRWFtbY2VlBYBOpyumEyXi7u7OrFmzKCwsZMGCBfTr148zZ8486uGbMWPGzFOF2eAxUysIgoAgCCU8GHUFQRCIiopi3LhxODg4MGXKFPz9/QGk/DHxGj2ITCZj0KBBTJkyBblcTkhICAEBAY90/GbMmDHztGEuVzJTa1y4cIHs7Gw6duxY54TWbt26xeuvv052djZz586lX79+yGSyMo2cB1EqlXz88ce888472NvbY21t/QhGbcaMGTNPL2YPj5laY+bMmUyaNInLly8/7qE8UpKTk1m5ciVnzpxh2LBhTJkypUwphPKMH4VCgZeXl9nYMWPGjJkawGzwmKk1rKysyMvL4969e497KI8MQRD4z3/+w86dO+ncuTPvvvtume1LzF2zzZgxY+bRYTZ4zBRDDLnc/1cd8vPzuXHjBjY2Nvj4+Dz0OP5O2P4/9s47Pooy/+Pv3WQ3u5se0gshhd4DGAMElCIcIKiAcsKdcseJWECKgIgiXVDxBEX0FAuiIgqoIAKGHlqAhCrppJK2pO9m28zvD27nEpJA4IeCMu/Xy5e6M/vMM7OTeT7zra6uDBs2jLfffpugoKB62/9o53OnYjAY+PHHH8nPz5evqYyMzHWRY3huEPsCbDabsVgsWK1WKdNGo9Gg0+n+UC0rRFHEarViMpkwmUxS2wO9Xo/FYsHV1ZXmzZvj5uaGSqVq0pj2qsJ5eXkMGzaMjh073vC8BEFg586dJCQk8Nxzz+Hl5VVvu9lsRq1W31HXW6FQMGTIEAYPHtyoG8tgMABX+r7JVb9vnq1btzJ9+nRGjhzJihUr5GKiMjIy10R+2jYRi8WCXq+noKCAnJwcEhMTuXDhAtnZ2ej1ehQKBb169eLZZ5+lY8eOODg43O4pXxNRFKmsrCQtLY3Tp09z5MgREhISuHjxIpcvX5b2UygUdOnShblz5zJ06FCcnJyuOa7VauXnn3/m/fffx9vbm6lTpzZZKNXGbDazfft29u/fz6BBg4iOjpa21dTUcPr0aX755RcGDx5MVFQUcEUE3QlVtB0cHK75+5tMpt9xNn8e7Fl/SqUShUIh/e3V1NTc7qnJyMj8AZAFzzWwWCxkZWWRkpLC2bNnSUxMJCkpidTUVMmqo9PpcHZ2xmKxsHbtWoxGI2+++Sb+/v51xjIajWg0mtu+GNvJyspi9erVbNmyhczMTDw8PGjevDnR0dF4eHig1WpRKpWUlJSwY8cO3nrrLVq1akWHDh0aHdNms3H8+HGWLl3K5cuXeemllwgPD6esrAxnZ+cmCx9RFMnLy2PXrl0EBgbi6elZZ/vRo0eZMmUKZ86cwWg0EhUVRU5ODtu3b6d9+/bExMTcUVafq6msrASQRGaPHj3+EAK5pqaGrKwsLl26RGVlJVarFT8/P9q1a1fvN7rV1NTU8Msvv/Drr78yYsQIWrZsic1mQxAEwsLC7pi/KxkZmTsXWfDUwmw2c/r0aRITE0lJSSEnJ4f8/Hzp32azGZ1OR58+fejatSutW7fGx8cHrVZLbm4us2fP5tChQxQUFEiCp6qqiu+//55t27bx5JNPMnDgwDvi4bxgwQI2bNhAx44d+de//kW7du3w9/fH09MTV1dXnJycUCgUFBcXk5+fT1ZWFtnZ2Y0KHlEUOX/+PK+++ioJCQkolUr27NnDwYMHUavVBAUF8be//a1JYkQURd544w0uXbrEP/7xD1q0aFFne1FREZcuXcLFxYXhw4dTU1PDpk2bePXVV/nrX/9Kjx497uimm/Z2EUePHuX8+fN0795d2mYXFk5OTneMaEtJSeGnn37i2LFjZGVlodfrpSrRnp6eDBkyhClTphAYGPibzeHIkSPMnTuX8+fPc+HCBVauXEleXh4Wi6WO9e9GsVgsmM1mORNORuYuQBY8/6W6uprnnnuOuLg4qqqqMBgMmM1mAFxcXLj//vsZNmwYffr0wdvbGxcXF3Q6HQ4ODigUCjIyMggMDCQrK6uOiT0jI4MPPviA+Ph4fHx8GDhw4E3Nzx6U+f8VS/ZxDh8+TJs2bVi/fj1BQUGSq6qqqoodO3YQHh5O165dcXBwwN/fn9zc3AYDQ+2fHThwgBdffJGTJ09KjTCLi4txcnKiqKiI3bt3s2fPHo4cOXJNa4AoiuzYsYNvvvmGzp07M3bs2DrixWg0cuHCBcrKypg6dSqdOnWipKSEffv2oVQqefDBB3+3uJjGigZeD7tLq2XLlrRp06aOdefYsWMsXryYmTNn0qtXr9siju3nVVJSwqpVq9iwYQMFBQVUV1fj4uJCeHg44eHhCIJAQkIC7733HlFRUYwcOfI3u/aiKBITE4OLiwv79+/nxIkTnD17loCAAFq2bHnDY1VUVPDJJ5/wxRdfYDKZGDhwIFOmTKF58+Z3xAuJjIzMrUcWPFx5AC5cuJD169fj4+ND586dad++PeHh4XTp0oUuXbrg4uKCg4OD9NZ99UPR0dERV1dXDAYDVqtV+rxdu3ZMmjSJtLS0RgWDzWZDFEUcHR0bfdgWFhZSWFhIu3btcHR0xGq1YrFYEAShwWwmlUqFRqOpZyXIyMggKSmJFStWoNVqCQ8Px2q1kpqayubNm9m3bx+HDh2ia9euvP766wQHB3Ps2DFCQkIICAioNy+DwcB7773HggULAHj88cd5+eWXad68uXTsnJwcJk2aRFxcHCUlJdcUPCUlJSxevBiVSsXChQvrHFMURTIzM9m8eTORkZH885//RK1Wo9frSUlJwd/fn/LycnJzcwkJCbklC5fd4mK1WiWBa//caDSSlJREcnIy9957Ly1btmzSgu/k5ISrqyt/+ctf6NixY515urq6UlRUxNq1a7n33nul8ewVq/+/MUqCIGAymRoNmLbHdn355ZesW7eOkydP4u7uzqhRo3jkkUeIjo7Gzc0NhUKBzWbj66+/Zvz48SQmJjJs2LDfTPD07duX2NhYli5dKr1AnDlzhl69emE2mykrK0Oj0VzXbSwIAllZWbzyyits2bIFrVaLi4sLH330ETU1NSxatKhegLyMjMyfA1nwcCWmYsOGDXTq1IlvvvmG8PDwGx5DoVBIC3xt4WGz2cjLy8NkMkmuC1EUqa6uJj8/X3KZ2Ww2+vTp02A8QlVVFY8++ih5eXl88cUXODs7c/jwYdLT0ykvL8dsNlNdXY3VakUQBBwcHGjTpg3jxo2jdevWdUTP559/zkcffcT58+dxd3cH4NChQzz11FNkZWWhVCqxWCwcPHiQ6dOnExsbS2lpKWPHjqVt27b1zvvTTz9l6dKleHh4MHbsWF566SU8PDyk7QaDga1bt3L8+HE6dOhQL7apNkajkffff5/k5GSmTp1Knz596my3xwidOnWKKVOmYDQaOXDgADt27CA9PZ2amhrGjh1LdHQ0hw8fbupPd030ej3vvPMOubm5PP300/To0QOFQkFNTQ2rV69m6dKllJeX4+Pjw4YNG+rNuSF69erF6tWr6d27N66urg3uY3e1VFRUUFZWRnJyMkqlkn79+t1UEDj8Lzbqk08+YciQIXTr1q1BcfDzzz8zadIkAIYOHcobb7xBmzZtpPO2WCxotVpUKhV+fn5oNBrKy8sb7At2q1AqlVJWXkVFBVu2bKGkpITTp08zcuRIPD096dmzJ3//+9+JiIho0B0oiiLZ2dm89tprfP/99wwaNIhFixYRHBzMokWL+O6773jyySel31hGRubPhSx4uOKOKS8vZ+zYsTcldq7G3kKgoqKCr7/+mg0bNtCjRw8eeOABioqKOHLkCIcOHeLQoUMkJiZSXV2No6MjixcvZsqUKfUyofbu3UtSUhL33XcfpaWlzJ8/n927d+Pk5CRZheyWB0EQsFqtfP/999hsNl5++WVpURVFkYKCAnx8fOosCJcuXaJFixaMGDGCDRs2SK68nJwc1q5dS9u2bXn88ccbbA9hf/u/5557GDBgAJWVldTU1KDVatFoNPz444+sXLkSZ2dn5s2bJzXOvBpRFElISOCbb75h4MCBPP/88/X2MZlMxMXFoVAoSExM5NSpUyQmJlJaWirtExAQwKOPPnrLFqw1a9awfPlyNBoNoigSERFBs2bNiI+P54033qB9+/YEBgaydetWXnvtNbZs2YKbm1uj4ykUCtzc3Bg3bly986+oqOCnn34iLS0NFxcXli5dSmFhIVlZWZw4cQKFQsH58+fx8fGpN65eryc9PZ22bds2KqJsNhv79u1j9erVdO7cmaioqHrXSRRF9u/fj1arxcnJiU6dOkluHntRxcOHDzN16lS8vLwk65eLi0uDIkMQBDIyMggJCbluhl9jGAwGTp8+TVxcHOvXr6eyspJjx46hUqkQBAGbzUZGRgbx8fFcvnyZ+fPn4+3tXW+c1NRUFi5cyLfffsuDDz7IsmXLpPiwvn378sknn3Dp0iVEUZQFj4zMn5C7XvDk5+fz0UcfUV1dfd1AV5PJxOuvv87gwYOJjo7GZDKhUCgafOMWBIHt27fz73//m0GDBtGvXz+++uordu7cyblz57h06RKBgYEMGTKEc+fOkZGRIbnNamOz2fj2228RBIGnn34aHx8fioqKGDduHMOGDZPmXNvVkp6ezowZM0hLS6OyslJaAO1usKvTogcPHkyXLl3Izs5m1apVqNVqyYXi4ODAzJkz6dy5c4PXpHPnzhw/fpwff/yRjRs3YrPZcHR0RK1Wo1arOXXqFBkZGYSGhvL999+zY8cOKb343nvv5bHHHsPV1ZXLly/z9ddfo9FomD59eoPViZVKJd7e3oiiyKFDhwgJCeH+++/HaDSyfft2QkNDWbhwIaNHj77m79hULl++zKZNm+jYsSPNmjUjMTGRjIwM3NzcWLp0Kc7OzsyZM4fWrVtz7tw5Tp48yb59+3jwwQebfAyDwUBSUhK7d+/m5MmTHD9+HL1ez/79+9mzZw+BgYG0bNmS0aNH06lTpwaDa0VRJCkpiXnz5vHmm29y7733NnisyspKvv32WyIiImjZsmWjVhC9Xk9AQAChoaHs37+fiRMnUlNTg9FoZMeOHXzwwQf89a9/xdnZmbS0NKxWK2FhYQ3+/Zw8eZK5c+fy3HPPMWzYsCZfF/tciouLWbJkCXv27CElJaWO9bBHjx5Mnz6d4OBg8vPzmTNnDkePHqWgoKBBwbNo0SK++uor3N3dGTJkCKGhoZKwcXZ2xtnZGb1eL6W+y8jI/Lm46wWPyWQiOzsbs9nMt99+y5gxY6Su1ldTWVnJxx9/DMA999zDqlWrOHPmDO+++269fW02Gz/99BM2m42srCxefPFFCgoKMJvN9O7dm4ULFxIdHc2ePXvYvn07sbGxDB48uJ7gOXPmDMeOHcPX15f777+fwsJCmjdvTr9+/Rg+fDhms5m1a9dSVFTECy+8gKenJ4mJiSgUinqdyu2WoNzcXIxGoyQqFAoF5eXlLFmyhJqaGkkQiaLIhx9+yCOPPNJg2nROTg5Lly5l7969dOnSBaVSKVkaysvL6+375Zdf1nH3ZWZm8sADD+Di4kJ6ejo7duxgxowZhIWFYbVapXgQ+6Kk0WiYPXs2Tz75JA4ODmi1WsxmM8OHDwfggQceYMiQIezdu5fU1FQmTpz4/8rWOnv2LEVFRTz//PMIgsCSJUvIzc2lqKiI48ePM3bsWO6//35UKhX9+/dnzZo1bN++nWHDhjXJQnDs2DHmzZvHmTNnKCsrkyx9w4YNY/jw4XTr1g13d3d0Oh1arRZnZ+drxsicO3eOnJwc7rnnnjod2UtLS8nLy+PEiRPs2rWLYcOG4eDggM1mk2ra1MZqtaJWqxk0aBBxcXEMGjRISgHX6/WYzWaWL1/Oq6++yt69e/Hx8aFVq1YNCv/U1FQOHTokBf3fKMePH2fNmjX4+PiwYMECunXrxoABA4ArrsHBgwej0+koLCwkODiYnJwcyUJ5Nb179yYpKYny8nK8vLzqiBr7fWmPp5ORkfnzcdcLnpCQEDp16kRNTQ1paWl8/vnnLFiwoN4bniAIaDQazGYz6enpUvDvnj17pAds7YBSQRDIz88nMzOTkpISgoKCeP755xk1apS0OJSXl7N8+XLCwsJYsGBBg/E7iYmJFBcX88QTT6DRaAgNDeWbb76RAqgrKirYs2cPxcXFPPnkk7i7u5OZmYnJZMLf3x+NRiON5eDgXl993gAAIABJREFUIGW0fPjhhzg7O9OnTx/mzZvHrl27sFgskihycHAgIiKC0aNHNyga7K6Po0ePsn79enr16gVcqZeyYcMGXn75ZYxGI8OGDcPJyYnU1FSUSiWHDx+Wjvvyyy8TGBiIzWbjwoULFBYWMnv2bObMmQNAbGwsc+fOJSoqSnLdeXt74+3tjSAIlJWVUVVVha+vLykpKbi4uFBdXc26des4evQo7du3p1+/fjd9b2i1Wjp37syYMWM4c+YM1dXVZGRksHPnTrRaLc8884zkpvnLX/7C6tWrOXXqFHq9vkELw9Xk5eWRk5NDnz59EASBTZs2MWHCBObPny8tyFarFaPRiE6na1Ts2N1kzZo1Iz8/H71eT1xcHFu2bCEhIYGCggJsNhs2mw2r1cqmTZv48ccfmTVrFnPnzq0jZhUKBa1atWLbtm288847GAwGdDqddL3tYthuKdm9ezcDBgwgMjKyQZFntVqlwPybISoqimHDhmGxWBgxYoRULsHLy4tOnTrVcbPa//4aE5tPPvmkFOx8dQq9yWTCYDCg1Wpld5aMzJ+Uu17wODo68sknn5CXl0f79u05cuQIeXl5Uv8nu3A5e/YsWVlZGAwG9u7dK+1nFyIGg6Heg9Jms9G8eXNef/11hg8fjpOTE2VlZWzYsIHIyEi6d+/OtGnT8PX1pX379g0+aO01cc6cOcORI0fo2LFjHXePwWAgOzubwMBA1Go1VquV/fv34+joSOvWrevEkygUCgYNGsSOHTt4++23iYqKIioqipYtWxIfH09lZSW9e/cmPDycoKAgRo0aJWXkXI3VaiUvL4+IiAgiIyNRqVQUFhaybt063n77bQBmzpzJCy+8wIoVK9i4cSNKpZJ27drxwgsv8Nhjj0nuGVEU6d+/P0uWLKGyslIKLt2xYwdTpkzhvffeo2vXrtJiZjAYOHr0KLNmzSIsLIxevXpx8OBB9u/fz759+0hKSqJz586Nxgs1lR49erBt2zYAsrOz0Wq1xMXFceLECQYNGlSnJtG9996LRqNBr9eTmpraJMEzYsQIYmNj2bhxI9OmTWPAgAG88MILUoyOzWZj165dfPfdd7z44ou0adPmumNarVYWLlzIZ599hq+vL15eXoSEhKBSqdi7dy/BwcF07dqVo0ePsnz5cp599tk6c1UoFEyYMIFff/2V/Px8unbtyqJFizAYDIwePZqEhATc3d0JDQ0lNTUVlUrFwIEDCQ4OvtHLe10UCgX+/v589dVXWK1WNBoNSUlJUoxNeno6p0+fplWrVlitVsrKynB1db2mVS8xMRF/f3+aN28ufWaPn6qsrMTd3V12Z8nI/Em56wWPHR8fH2JiYsjMzCQ9PV0SPKWlpSxatIjPPvsMm82GxWIBoFu3bowZM4bx48ej0+nqtGOAK9aUBx54gNTUVLp27YqTk5PUmuL111+nffv2rFq1ivvvv58FCxbg4uLC0KFD683rvvvu45lnnmHt2rWMHTuWyZMn87e//Y1mzZohCAI5OTkkJycTGxuLq6srVquVgwcP4u/vT2RkZD2rQOfOnVm2bBmJiYlERUXRtWtXioqK+Prrr/H39+eLL75o0uJlD46GK7EuycnJrFu3ji1bthAaGsqzzz7Lk08+iVqtxs/Pj5qaGtzc3OjUqRODBw+uE4uiUCgICgpi8uTJ0mcWi4V169bx4osv8uOPP9K6dWucnZ2x2WzExcUxc+ZMkpOTKSws5OjRo8CVxSw0NJTHHnuMhx9+WGo5cStQqVQ4Oztz4MABLBYL//rXv+psd3Nzo2XLluTn55OdnU1MTMx1xzSZTGzbto2FCxfSoUMHXnvttTru1KqqKtatWycF0jaGPeuvoqICd3d3+vXrJ9VRCg0NxdfXlwMHDhAfH88jjzzC8uXLefTRR9m6dWu9eBeFQkGLFi1Yt24dlZWVeHl54ejoyMcff0xCQgLNmjVj+PDhmEwmvvnmG7p3786gQYOu6WqrncF4M6hUKsld9sMPP+Dg4CClkm/evJmRI0fSv39/8vPzG41zgiv31MWLF2nbtm2d0gg1NTWkpqbi5OSEh4eHLHhkZP6kyILnvyiVSrp168axY8fIy8uTPq+oqCAlJYXJkyfTtm1bpkyZQteuXVmzZg0hISGNWhEcHR2ZOHEiZWVlhISEUFlZybPPPouPjw9t27blwoULUsXYs2fPMn369AbH8fb25oUXXiAmJoZ3332XZcuW4evry6OPPoogCOzYsQOFQkGnTp1wdXUlLS2N8+fPEx0dTWRkZINjdu/eXUqRT05O5uOPP6akpIQ5c+bw/fff06JFCzQaDQUFBVJ2jkKhQKPREBsbi7e3NyqViuDgYNLS0pg8eTIFBQXk5uYyaNAgnn/+eXr27Cm5e+wWIoVCwebNm4mKimLatGl15mQXUI6OjiiVSlQqFb179yYyMpKTJ09SUVEhLWTl5eWUlpZKadb2N/rx48czduxY2rVrh5+fX1N/+iahUqnQarUUFxfTqVMnevToUW+f9u3bk5KSQn5+/nXHM5lMfP/99yxatAhPT0/efvvtemPaK3937dpVErP2QpcN7adSqWjRogX9+/evt8/PP/+MRqOhd+/eODk5Sa6bhvp6KRQKKYi3uLiYtWvX8tZbbyEIAhaLhcTERJKTk3F0dGTIkCGN3mdw5bdSKpX1MtfszV9ru1yvh8FgYMuWLbi6ujJlyhQCAgJYsmQJS5Ys4ZdffqGwsBAfH59GBU9ZWRk1NTV4enrWiTcqLy9nz549tGrVimbNmjV5PjIyMn8sZMHzXxQKBZGRkZSXl6PX66VFPigoiE8//RRPT08uXryIo6MjoihSVFRERETENcfz8vKqU8QsNTWVH3/8EbVajSiKPP300+Tn5zNjxoxrWiN0Oh333XcfHh4ejB8/nh07djBgwAC0Wi3ffvstLVq0IC0tjZ07d1JUVITFYqFt27aEhYU1Oqa9wNy6devYu3cvoiiyYsUKSktLpYKFVwd/KpVKpk2bxrRp01Cr1ZIFKy4ujqioKObPn4+fnx9r167l1KlTeHp6UlxczM6dOxEEgYqKCjQaTb0ChoIgcPjwYZYtW8bMmTPp3bu3dN7+/v7k5eVJ1auVSiUjRowgOjoao9GI2Wxm3rx5UuD3fffd95vEYNS2Ujz00EMNLtQREREYDAYKCwsbzfSxx7Ps2rWLOXPmoFarWbNmDT179pTEpf2anD59mqysLCoqKhgxYgSDBw9mwYIFdWJuRFGkvLycTz/9lM6dOxMREdFgqvnhw4fRaDTcc889AA0GK19NQkICL7/8MocPH6aqqgq4Ig5Onz6Nr68v06ZN45///Oc1+4Dl5uZitVrZtWsXBw8exGQyYbPZpNigxYsX0759+2vOw86RI0fIzs7Gw8OD0aNHo9PpWLNmDa1ateLQoUNYrVb8/f0bTcs3GAwolco6Li9BEDh06BAHDhxgwoQJBAUFNWkuMjIyfzxkwfNf7AGxNptNaoyoUqlQq9U0b95ccqXYi93NmzePDz74oMll7R0dHVm/fj0TJ04kPj4euLIQDRs2jNmzZzepmJyHhwfOzs6UlZWxceNGampqSE9P57HHHqOgoID58+cTFhaGm5sbnTt3bnRMm81GcnIyM2bMYNeuXTg7OxMWFkZRUREmk4nWrVsTFBTE3r17KS8vJyIigry8PHx8fGjfvr20wPn5+TFv3jxeeeUVKdh527ZtHDx4kE2bNknHs7u+7r33XubMmcOgQYOkbaIokp+fz9SpU1Gr1XUWK7tFobZwUCgUuLq6SnFMtev+6HS63yzg1C5EnJycGDp0aIOLvL3dgl6vp7q6utGFNykpiUmTJuHs7CzVgrl06RLNmjWjurqaTZs2sXLlSjIyMjAYDMCV+kIxMTENnl9hYSEXLlwgLCxMKgxYu2r35cuXKSwsxNXVVYpdqW11uxb27DFfX1/GjRvH4MGD6datm5Qxdr2mpxkZGRiNRuLi4nBycqrjmmvfvj1Go/Ga37cjCALbtm3DYDDw0EMPSaLZ19cXq9XKjBkzWLFiBf7+/o3W+3F0dEQQBIxGIxaLBVEUSUtL44UXXiAkJIShQ4des4aSjIzMHxtZ8PwXuxkfkNpD1BYMubm5bNiwAaPRKLl3GirE1xhlZWWUlZUxadIkMjMzCQkJYdKkSfTv31+qZRIeHi5VP74aQRBISkrizJkzPPTQQ6xYsYLMzEy8vLwYNGgQDg4O/PTTTyQnJ+Pl5VUnNbk2VquVuLg4nn76aS5evIivry/Lli1jwIAB9OjRg3bt2vHtt9/i5eVFbGwsKSkpLFu2jOzsbAYPHlynfotCoagXu9G7d28WL17MuXPnqKmpQalUcuzYMRISEnj33Xfp0qWLtK+9YNxLL70kxTZ17NgRuCIwqqqqyM3NJSAgoF4gau1sOL1ej06nuyH3yI1it8x07tyZgICABq+tPfapvLy8UcFjb4xaUFBA27ZteeONN7h48SJGo5FZs2Zx7tw5du3aRfPmzRkzZgxr165l/PjxLF++vMH7TaFQEBoaysSJE9m4cSOjRo3ixRdf5OGHH5bupePHj2MwGCQrksVikURoY/EqgiDg4uKCRqPBxcWFN954g+HDh0t1nZoi0G02G6mpqfj4+LBo0SK6dOmCyWRCFEWcnJwIDw9vsgvp0qVLHD16FKvVWqewZGhoKEePHsVgMODq6oqXl1ejIs7X1xdPT08SEhKkGKXVq1dTVVXF008/Tb9+/eQMLRmZPzGy4KmF/W21oVocOp2OkJAQjh8/TlBQEElJSXz//fdMmDBBeqNsLLDUYDCwatUqPvroIwRBoLCwkH79+pGTk8Nrr70mBd3aixo2RGlpKf/+978JDg5m8ODBnD59GoAOHTowcOBAysrK8PDw4MKFC8TExNCuXbsGx0lOTubll1/m4sWLuLm58dRTTzF8+HB2795NVVUVXbp0ITg4mJSUFIxGI2q1mv79+zf5zdfT05PHH38ck8lESUkJCoWC1157jeTkZGmRtGe+xcXF8dlnn5GcnMzMmTN5+OGHUSqViKLIsWPH2LhxI2lpaQwcOLBRa4ndpaNWq2+65UJTsFgsVFdX0759+0ZjROxxQ/bmsw2hUCjo378/arUarVaLv78/Pj4+TJ8+ncWLFxMcHMz06dN59NFHAVi7di0qleqalhQ3Nzfmz5/Pvffey9q1a5k2bRrp6elSAcedO3dSWVnJiBEjgCsWoaKiIgRBaPCaiaJIbm4ur7/+OseOHSMqKgpnZ2feeOMNMjIyuP/++yULj7u7O35+fkRERODq6lpHMNjdwz169GDChAlNu9CNsG/fPtLS0ggJCaFnz57S50FBQZSWlnL27FlcXFyuKaA0Gg0zZ85k1apVTJgwAUdHR1q1asWsWbOYOHHiTVeClpGR+WMgC55aXF2orzY+Pj5otVrUajVz5szhP//5D0ePHmX06NH4+vrWGeNq4XP48GE+++wzevToQd++fZk2bRo//fQTGzZswGKx0KNHD/r163fNmJuvv/6aEydOSFahlStXotFomDRpEoGBgXh5eREdHU1BQQETJkxo1Npx8uRJsrOzcXR0ZPz48Tz//PN4eXlx4MABRFGUrAAFBQUYjUaaNWvWqNhoCJPJxMGDB1m/fj3Z2dmSu8bb2xuFQsHhw4eJi4tj//79JCUlERERwTvvvMPQoUMlC4bNZmPWrFkcOnQInU4nuVAaQhRFyYXzWzWuFASBkpISKioq8PPzazTt2Z7SXF1d3WAwsJ3x48czcuRInJyc0Ol0JCcnA1cCoydOnMiECRPQarXk5OQ0eY5ubm6MGjVKavr67rvv4u/vz4ABAzh8+DB+fn5Swb7adXGuvq52F+PSpUv57rvvMJlMXLx4kWnTpklFB3fs2IFSqcTBwQFnZ2c8PT15+OGHeeGFF+qUTCgrK0MQhGvGujUFi8XC+fPn0ev1/O1vf6szZ7tVLSEhgdDQ0Gs2/lQqlUycOJFu3bqRk5ODk5MTLVq0oHPnzrLYkZG5C5AFz3+xp/YCqNXqem/UBoOBzMxM4H81aDp16iS5BJRKJU5OTthsNslsb3cf7Nixg5ycHD7++GPatm1LYmIiBw4coHfv3jzxxBN0794dNze3Rhf10tJS3nnnHfz9/Rk3bhw+Pj689tprVFRUMHz4cMlFsGzZMubMmUNISEg90WV/8+7Tpw9TpkwhKCiIESNG4OnpSU1NjdSryR7UajQasdlsDfZtaoyqqio++OADVq5cSV5eHjabDXd3d5o1a0ZpaSmPPfYYpaWllJWV4ebmxjPPPMO4ceNo0aJFHbESHx9PQkICFouFLl260LVr10YtHPaiezabTQoGb6pbwn6N7N9p7Htms5mTJ09itVoJCAhocHG0u/d0Ol2datUN7adSqSRLhCiK7Nu3TxIGDz30EDqdTmq/Yd+nKdV/HRwcaNWqFUuWLGH79u18//33lJeXc/bsWZ599lnJxeXi4oKTkxMODg71ft/k5GQef/xxqS/XfffdR2BgIIWFhbz11lsEBQVRVlYGwN///ncuXrxIbm4ubm5u9dxjXl5eRERE1Plta5+H/b+vF0906dIlzp49i0KhYMyYMXX28/HxwcHBgfLycnQ6XaMuYfv4Li4u9O3bt859IruxZGTuDmTB819EUZRq6djN9TabTSpmplKp8PDwwGw2M2PGDAICAhg8eLD0RqlSqaTaHrm5uVJPqZSUFA4fPkx4eDgRERFoNBreeustqay/PVvGZrNRXl4uNUN0dXVFq9UiCAJr1qwhPz+fCRMm0KlTJ0RRpE+fPhiNRkpKSsjPz6eoqIiysjIqKiqkjumurq4EBAQQEhIiFTAMDAxk9uzZdbKOMjMz0ev1uLu7Sx3R7YvAjVhNsrOz+eijj8jOzpY+Ky8vp6KiAkdHR/Lz84mMjJTcV4GBgfWyhWw2G5988gk1NTW4uroybNgwWrdu3egx7W6Jo0ePUlFR0eS5whXhun79epYuXcp7773XYDo3XLFa7du3D51OR1BQ0DUrHjs5OWE2m6UYmethNpvZsGEDKpWKwYMHS/Wf7Nvgf1ZD+70hCIL0mSiKKJVKNBqNNHcfHx/Cw8M5fvy41H/qH//4h/R724WG3WJpNpsRBEEqcFlWVsbkyZOZMmUKHh4eiKLI3Llzad68OY8++iibNm2ipqaGpUuXSi5Ie+Vvk8lEdXU1bm5uuLu7s2vXLin93Wg0UlFRwblz54iPj+f8+fPU1NQwbtw4yeJ1NfYilGfOnCE6OprQ0NA62z09PSUx7OHh0aRyBNcStzIyMn9eZMHDlUXWXrXV2dmZZs2a4eDgQGZmJk888QSvvvoqAwYMYNasWXh5eeHq6srIkSPp3bu3tIhotVqp83JycrJUUyYzM5Pk5GQ8PT2ZPXu2tBDWXsAsFotUh8Ye9/Diiy8yceJELl26xKZNm3BxceGpp54iPT2d1NRUDh8+zL59+zh16lS9vlUNodPpiImJ4a233qrXCPTixYtUVVURExMjLR72VgbXcvNdjZ+fH2PHjiU+Ph6bzSY1SVUqlfTt25c5c+YQGxt7TRGVlZXFkSNHEEWRbt26MXr06GsWgtNqtYwfP16yct2IhcdqtUotLexNI6+2JNmFcEJCAgEBAZJrrjFUKpUkSprC3r17+fXXXwkODubRRx+luLiYyspK9Ho9e/bsAa60oNi7dy9GoxG9Xo9er6eiogKLxYLNZsPFxYW//vWvUiXmwsJCMjMzKS0tpaKiglmzZtUJtDaZTFitVtzc3EhPT2fPnj2o1WrGjBnDqFGjGDRoUJ2YrdLSUjZs2IC7uzsdO3Zk9+7dXLp0CQcHhzq/pc1mY+3atfz888+8/vrr+Pr6UlxcTH5+PidOnGDPnj0cPnxYshDZRVpxcTEDBgyo4xquPWZGRgbZ2dmMHTsWZ2fnOtc/KCgItVotlYGo3VxURkZGpjay4OFKx/Rp06aRnJyMt7e31Gfn1KlTJCcnU1paClxpVmjvGXU1Go1GiifIzs6WYiQ8PT3p0KEDBQUFnD59Wor/sL+d135rF0URR0dHgoKCcHV1RRAEtm7dSkZGBi1atOC7775j//79JCQkUFFRgb+/P+3bt5dqjzg5OUk1dOzNQ+1v1QaDQXL9XE1paSlms1mqdQNXaso0a9aMvLw8srOz671ZN0SzZs2YO3eudH6TJk3iww8/BK5Upu7evft1LUZ6vR6TyURwcDAvvPDCdY/r6OjI8OHDGTp0qGQxayo2m01qttm9e/dG3Wbx8fFUVVXRvXv3JlkQmuqCEkWR7du3U1FRwZQpUzh06BAHDx4kPz+ftLQ0srKyANi6dStbt25t1E2m0+lwdXWlTZs2VFVVsXz5coqLi3F1dSU4OJj777+fkpISLly4QHl5OZmZmVKM1uTJk0lNTeW5555DEATJRVibbdu2kZOTQ2FhIV9++SVlZWUNZozl5uYyb948nJycePfddzGZTFy4cIGzZ89KLqfQ0FBiYmIIDQ2lefPmCIKAVqttNOOxpqaGs2fPotFoiI6OrmcF8vDwoHnz5ly+fJnIyMjrpsnLyMjcvciChyvBlYcOHaK0tJSYmBjJUlNcXCy5hq6FKIrU1NRIMUCXL1+W3vCjoqJ49913qaioQKlU1otnuNo9YQ8EjYyM5PLly+zfv5/S0lKpR5K98eaAAQNo164dAQEBeHl5odVqpbpBdpO9vZqtwWCQFsuGFuzOnTvzyCOP1LH8+Pv78/jjj/PKK6+wePFiVq1adcOBncHBwdI5BgUFNSmNv1WrVsyfPx9vb28pyPZ6NJQe3xQsFgsXLlygdevW17QM7NixA4CWLVtet+2G/bo3teN28+bN+ec//8m4ceNYtGgR27ZtQ6VSodPp6NSpEy4uLri5ueHp6YmzszMuLi5Surg9+NjZ2ZkHH3wQQRD44osv+OKLL3Bzc6Nt27ZcvnyZZcuWYbFYpHR5uwXJ09OTgIAAnn/+eXr16tXoff7VV18hCALOzs74+fmRnp7eoKXL0dERV1dXMjIyWL16NUqlksDAQHr16kVUVBQdO3akefPm+Pn54evrK7UKgcbT4xUKBWq1mujo6DolEWpvnzNnDr/88gujRo1q0jWXkZG5O5EFD/+LU1EoFISEhEiCx8vLi5KSEmbOnMn69evx9vaWOkeLoojVaqWyspK8vDxSUlKkGCBvb+86rq7GUsSvR1VVlWS18PDw4F//+hejR48mLCwMDw8PVCrVdd03arW6TuZMQ7Rp04YlS5bU6RStVCp56qmnMBqNGI3Gm3pztrtYfHx8CA0NbdIY7u7u/PWvf5ViQn4rrFYrb7zxBsnJycTExDSadm8PKnZ1daVt27aNBpbD/4SX1WptUndwe6NOURRxdXVl0aJFzJw5U4qvsnett7uO7Nek9rWxx/A4OTlx5MgRPvzwQy5fvoxSqeTUqVPU1NRILtXWrVvToUMHOnToIFVlbtasGe7u7o3+NmazWWojMXDgQEaOHMmxY8coLS3ll19+qVNEMiAggJ07d5KZmYnFYsHPzw8PDw9cXFxwdnZGq9XW+02vd09otVqmTp2KyWRqNIB+0KBBxMbGXvc+l5GRubuRBQ//iyVwdXUlJiZGskQ88MAD9OnTh4SEBNLS0upYY2pjt9yo1WruuecennnmmRsqStgYXl5erF69mqVLl+Lt7S0terc64NLBwaFOM0U7Li4uzJ49W7I83Sh9+/alb9++RERE0L179ybP+7esp2OnqKiIlStXAlesLI1ZiNLS0igqKiIwMJCOHTte9xwcHByk+6Qp1BZaPj4+N5QVVxtBEDhw4AC//vorWq0Wd3d3evbsydChQ4mNjSUoKEi6d+wuz6YE76pUKsaMGUNxcTELFiygoqICX19fTpw4wZo1a+oIHqVSSXh4OOHh4bcsC0qpVF63OKFKpbpmdpaMjIwMyIIH+J9g8ff3r5Op4+LiwnfffcfPP//MuXPnKCwspKysDKvVWqehpoeHB5GRkXTo0IHu3bs3KB5uBrsIu5E6OLeam42JUCgU+Pj4sGfPngaDgW83fn5+eHl5oVKpiIqKanRRPnDgAIIg4O/vL1WBbgxRFDGbzajV6t+947ZSqaR///6UlJTg5+fHww8/THh4+P97XIVCwaJFi6T/t1dNzsnJadDlKKd6y8jI3KnIgocrJeefe+45mjdvXsf9pFAocHd357HHHruNs/tjY++xdaehVCqZO3cupaWlDXY+t2OvT9S6desGs4iuxmQy4eHh8bsLHrgSGN6tW7ff9BhKpZKYmBhiYmJ+0+PIyMjI3GpkwcOVOIHZs2fXabgo8+fnH//4BxaL5Zrux19//RW1Wk1sbOx17w178Lo97kZGRkZG5s5BFjz/5feIG5G5c7AHGF8vu8tgMKDRaIiNjb3mfvZstJqaGlQq1W/W5kJGRkZG5uaQn8oyMtfgo48+oqysjMjIyOvuW1lZic1mQ6PRyAJaRkZG5g5DFjwyMtfgeoHKtbG3tnBycmq0waiMjIyMzO3h94+slJH5k1K7+azs0pKRkZG5s5AFj4zMLaKoqAi40upBo9Hc5tnIyMjIyNRGFjwyMreI/Px84EoxQZ1Od5tnIyMjIyNTG1nwyMjcIoqLiwFwdXWVBY+MjIzMHYYseJqAzWbDYrE0uSGkzN1JWVkZcKWukxy0LCMjI3NncVcKnqqqKr788ksyMzOvu6/NZuPYsWO8/vrrnDp1qklNIWXuTvR6PQ4ODthsNsxm8+2ejoyMjIxMLe5KwfPVV18xb948Tp8+fd19zWYze/fuZeHChaxbtw6TyfQ7zFDmj0hlZSWCIJCUlERGRsbtno6MjIyMTC3uytzZjIwMsrKyWLx4MZmZmcTExBAaGoq7uztqtRqj0UheXh5Hjx5l69at7N69G4vFgpeXl9wyQKZRjEYjoih+cB42AAAgAElEQVRis9nkFiUyMjIydxh3peCZNWsWmZmZ7Ny5k5deeklyUykUChQKBYIgACAIAo6Ojri5uTFx4kTGjx8vx2bINIo9xqtFixb4+fnd5tnIyMjIyNTmrhQ8Hh4efPrpp+zdu5etW7eSnJxMZWUlNTU1WK1WlEolKpUKd3d3OnXqxLBhw+jdu7dcW0Xmmri4uODk5ERERATu7u63ezoyMjIyMrVQXCfz6K5IS6qsrKS0tJSKigqp27VOpyMwMBAXFxfZPSFzXURRZMOGDezdu5d//etfdOvW7XZPSUZGRuZupNEFWxY8MjK3AFEUsVgslJeXy7FeMoiiSGJiIvv27aNPnz5ERUXJL04yMr8PsuCRkZGR+b3Iy8vjxRdfZOvWrfj4+PDZZ5/Rq1cvWfTIyPz2NPpHdlempcvIyMj8luTk5HD69Gmio6PR6/U8/fTTpKSkyMVLZWRuI7LgkZGRkbnFVFRUYDKZePnll5kyZQqZmZm8+eabUjVuGRmZ3x9Z8MjIyMjcYkJDQ5k8eTKRkZFMmTKFXr16sW3bNrZt24bFYrnd07spbDYbBoPhdk9DRuamkWN4ZGRkZG4xgiAgCAIODg6Iosi+ffsYO3Ysbdq04T//+Q8RERHXHcNoNHLq1Clat26Np6fn7zDr+litVn799Vd27tzJ8ePHcXR05JlnniEmJua2zEdGpgk0GsNzV9XhEUVR8qHbiwxevd3+7/z8fHbv3k1VVRXDhw8nODj4d5+vjIzM9an90vZbBgXXfj7UPlZDx1QqlSiV/zOgd+/enb/97W/8+9//5qeffmLixInXLGJqMBiYMWMGW7duZcyYMSxfvvxWnkqDXL58mc2bNxMfH4/ZbKa0tBSz2UxycjKlpaUYDAa0Wi3t2rWTBc9vRO17rLy8nIyMDKxWK0FBQQQGBja4bsk0nbtK8Bw6dIgPPviAsLAwpk+fjqOjIwqFQkoprqqqIjExkc8//5ydO3dSVVWFi4uL9PCRkZG5MyksLEStVuPp6fmbLAiiKFJdXc2+ffvYv38/oijy3HPPERISct3vKhQKXFxcGDFiBFu3bmX16tWMHj0aPz+/BucqCAJfffUVGzdupLS09Her7r53715mzZrF5cuXAXBwcECj0aDT6YiNjUUQBPbv3y83xv0NsVgspKens3LlSrZs2YJer0cURVQqFQMHDuTFF1+kR48eqNVqWfjcBHeV4Pn111/ZsWMHlZWV5Obm4u/vj0qlwmw2S72zUlJS0Ol0BAUFYTAY8Pf3p0ePHrd76jIyMo1QUVFBnz59iI6OZtWqVXh4eNzyY5hMJlavXs1bb72Fv78/zs7OPPjgg00SPHBF9HTo0IG+ffvy4YcfEhcXx+OPP97gvoWFhWzfvp2amho6derE2LFjb+WpNErr1q0ZMWIE6enpODo6EhgYSHR0NH379qV169bMnj2bQ4cO4eLi8rvM5/egrKyM5ORkPD09adWq1W2dS1VVFRs3bmTu3LmYTCYiIyPp1q0bZrOZS5cusWPHDk6dOsXs2bMZO3asXBT3JrirBM+DDz5IdXU127ZtIy4uTjLZAuh0OoKDgxkzZgzdunWjR48ebN68mS5dutC7d+/bPHMZGZnGOHfuHGlpabi4uJCZmUnXrl1v+TG2b9/Om2++yZAhQ5g6dSo+Pj6NWmgaw83NjV69erFp0yZ++OGHRgXPhQsXOHnyJH/5y1+YMWMGbdq0kbbV1NQQHx9P165d8fLyuqFzyM7OZuvWrQQGBtKvXz/c3NzqbG/fvj3vv/8+RqMRlUqFVqutc34XL17EyckJX1/fGzrunYrFYmH9+vW8+eabtGrVis8///y29cAzmUx8/fXXzJkzh8DAQJ577jkGDBhAcHAwVquVc+fOsW7dOr788kteffVVysvLmTp1qtzb8Qa5qwSPn58fkyZNYsiQIRQUFFBVVYXVagXAyckJLy8vgoOD8fHxwcHBgS5duqDVauWquXcxoihy8eJF0tPTadWqFSEhIfJb1R1GSkoKcEUMVFZW3vLxS0tLWbp0Kc2aNWPWrFm0bdv2psfq0KED3t7eHDp0CJvNhqNj3Uew1WolNTWV3NxcFi9eTLdu3ercb5s2bWLZsmUsXLiQ4cOH39Cxi4qKWLNmDeXl5fz9739n8uTJ+Pj41NlHrVY3uoimpaWh1WoJDAy8oePeqWRkZPDtt99y8eJFSkpKOH36NAMHDrwtczl27BirVq3CxcWFd999l5iYGGndcXR0JCoqirCwMPz9/VmxYgXLli3D3d2dp59++rbM94/KXSV44MofdMuWLWnZsuV19736DUjm7kEURUwmE++++y6rV6/GYDDQv39/lixZQmho6O2enkwtioqKgCtp0zab7ZaOLYoimzdvJiUlhRkzZtC6deubHgcgLCwMd3d30tPTycnJISwsrM5+RqORtLQ03N3dCQsLqxP4XFNTw7p160hJSbkp0d2xY0c2bdrEnDlzeO+99wgMDOSf//xnk6wENpuN/Px8PDw8/hQWHlEUOXPmDOfPn8ff35/KykoKCgpuy1zKy8ule+zjjz+uI3bsKBQKPD09efbZZykrK2PVqlUsXbqULl26EB0dLb+ENRG5Do+MzFUIgkB+fj6TJ09m/vz5CIJAQEAAmZmZVFRU3PS4NpuNiooKSkpKuHz5MjU1NTdceVcURaqqqtDr9ZJ18m6nuLgYURRRq9VoNJpbOnZlZSUbNmxApVLx1FNP1REgTcVqtZKbm8snn3zC888/T2pqKoIgcOnSpXr7Go1GMjMzCQ4Oxs3Nrc5CdvbsWTIzM9FqtfTs2fOG5+Hk5ERERASLFy8mLCyMFStWcOrUqSbdg3q9HrPZjFqtvmFX2p2IxWIhNTWV4uJiBg4ciIODAzU1Nb/7PERRJDMzk+3bt9OvXz/69evX6D1mD35/+eWXiY2NJS8vj0WLFsnFLG8AWfDIyNRCEATS0tJ46aWX2LBhA7Gxsfzwww/0798fDw+Pmw7YtGe4TJkyheHDhzNu3DhWrFhBfHw8lZWVTVp07JlCr732Gk8++STp6ek3NZc/G+Xl5cAV661Wq72lYx88eJDk5GRGjx5dz/3TFKqqqti8eTMjR45k+vTpHD9+HKPRiCAIHDhwgLy8vDr7m81mSkpK8Pb2rnMudouEXq9n6NChNy06FAoFLVq04Pnnn+fy5ct8+OGHGI3G695/ubm5CIKAVqulWbNmN3XsO4ny8nKSk5NxdXUlNDQUpVJ5W+JhBEEgJSWFjIwMBg0ahJeX1zWtNQqFAldXVxYvXoy3tzdHjx5l8+bNCILwO876j4sseGRk/osoiuTl5fHKK6/www8/8Mgjj7B69WpatmyJr68v7du3v+kMoIqKClauXMn+/ftp0aIF1dXVvPXWWzzxxBPMnz+fM2fONGmcs2fP8p///Ifi4mI5Pfi/2K1uGo3mlmYQmUwm4uPjKS0tvalMqdLSUt5//32effZZ3NzcWLRoEStXriQyMhKr1crbb7/Nl19+Wec7giBQU1ODk5NTHbdGbm4uO3fupKysjMcee+z/dV4qlYr+/fvTp08fNm7cyMmTJ6/7nZKSEkRRxN3d/ZZb0W4HVVVVZGdnExoaKqV4Xx1PdSs5d+4cycnJ9T43m80kJSVJWWJNFV1RUVE88cQT6PV64uLiKCkpudVT/lNy18XwyMg0RlVVFbNmzWLbtm2MHDmSefPm0bx5cwDGjh2L2WzG3d39psZWqVRERUUxbNgwhg4dSmlpKadOnWLt2rW8//77HD58mGnTpjFixIhGH7yiKLJhwwYqKipwc3O75daMPyp2V4S7u/tNWWEaIz8/n8TERNq2bVsnU6opGAwG1q5dy5tvvsmoUaOYMmUKkZGRnDhxAqPRSOvWrXn99dfrFTR1cHBAp9NRWVmJ2WxGFEVKS0tZuXIlP/30E1arlfDw8P/3uQUFBTFs2DAOHjzIW2+9Rc+ePa9pWbBb0X6LlP/bgdFopKSkBB8fH4xGI/DbxWyazWbmzZuHp6cn//nPf+pss1qtpKSk4Ofnd8NWuyeeeII1a9aQmJhIRkbGnyK26rdGtvDIyHDFpz9v3jw2b97MPffcw7x58yRTt1KpJCgoqF4Q6Y2g0+mYMmUKjz/+OH5+frRt25ZRo0bx+eefM2fOHE6ePMn06dP55JNPpIXuagRBYOPGjcCVxV2n0/2/zvmPiL1aur11g/2/HR0dCQ4OxtXV9ZYd5+LFi5w/f55+/fqh0+maHBhqtVr56aefePvttxk9ejSvvfYarVq1QqlUsn//fvLy8hg9ejTDhw8nKiqqznd1Oh2tWrUiKSmJdevW8cUXXzB69Gjef/99yZJ1K85RqVTy4IMPEhkZye7duzlx4sQ197cf+2YF/63A/lvbg9NrV86/UcxmM+Xl5Xh4eFBWVoZCofjNXHW5ubkkJSU12EPNZrNRWFiIu7s7zs7OTR5ToVAQEBBAdHQ06enpXLx4UXZrNQFZ8Mjc9VgsFj788EM+/fRTAgICeOeddwgLC2t0gRNFEaPRSEFBAZcuXaK0tBSr1So9gBt6CCsUCskqYx/X0dERPz8/Zs+ezcaNGxEEgQULFrBt27YGs41OnTpFSUkJAwYMYNmyZfj7+9/aC/EHwGw2s2XLFh577DEmTZpEfHw8FosFnU5Hx44db1qQXo3NZiMlJYWCggJ69eqFk5NTk74niiLp6eksWLCAHj16MGPGDMnqdO7cOX788Ue0Wi1PPvkkCoWi3nw9PDx4+OGHCQgI4M0332TixIkkJSUxePBgBg0aBHDLXEo+Pj48/PDDWK1WPv3002sumHeC4CkqKuKZZ57B19eXqKgo1q1b1+T4t6uxWCxUVlbi6uoqZWfdiIVEEASqqqooLi6+brBzWVkZVqu1QYusPS5PrVajUqlu6Bw0Gg09e/bEbDZz5swZyVJ1q7EnSuTn55OTk4Ner//DiitZ8Mjc1dhsNg4dOsT777+PQqHg7bffpmPHjtd9m3///feJjY2lZ8+eTJgwga+//pp9+/YRFxdXLxD1WigUChwcHBg8eDCrVq3CwcGBRYsW8euvv9Z7kP/888+o1WoefPBBwsPDb9ni/kfBarXy1Vdf8fe//51z585x4sQJvvzyS0pLS3FycqJFixa37FhVVVWcOHGC8PBwgoKCmnytBUFg27ZtVFdX8/TTT0slDMrLy/niiy9ISkpi6tSpBAUFNXiPKRQK+vfvz6effsq0adOYOHEiq1ev5qOPPiIyMhLglqXeKxQKRo0ahZubG3v27CErK6vRfS9duoTNZkOv11NYWHjTxxRFkZycHE6fPn3D52F/ubBXH3722WeZPXs2ubm5Nyx6bDYbZrMZBwcHMjIy0Gg0BAUF1dlHEAT0ej1FRUV1MiIFQSA1NZVXXnmFESNG8PXXX1/zWEajEZvN1uA9JAgCBoMBlUp1wzFEarWa9u3bA5CVlfWbZZldvnyZN954g+7du9OqVSsef/zxJsV92Ww2cnJyiI+PJyEhgcLCwpu2yN0yar+VNvCPjMyfFkEQxJycHHHUqFGiTqcT58+fL1oslut+z2aziUFBQWKzZs3EAQMGiMHBwaJKpRK9vLzEyMhI8Ycffrip+VRVVYnLly8XPT09xX/84x+i2WyuM9dBgwaJPj4+4rFjx25q/D868fHxYosWLcQePXqIBw8eFC9cuCAePnxYDA8PF318fMStW7fesmPl5uaK0dHR4kMPPSRmZ2c3+Xsmk+n/2LvuqKiu7runwdDbUARBEQU7ooIaEFFsKEbF2KJGjZ8mli8WosES1KgkaGIvsUcjGnsXFcEPRUUsUVRERZogvQ3MMEx55/eHee8H0rGkuddyJYvX7nvz3r3nnrvP3uTn50d9+/aljIwMIiLKycmhZcuWkaWlJQ0bNoxSUlKIYZh6tUej0dBXX31FACgxMbHex9eEUaNGkampKe3YsaPK7U+fPiUPDw/i8XhkYGBAS5YsoZKSkgZdKzk5mSZNmkTDhg0jmUxW6/4Mw9CjR4/o2rVr9OLFC0pJSSGZTEaRkZH08ccfk5GREX3xxReUmZlZr2dy/fp1EovF5OvrS5aWltS9e/dK133+/Dl9/vnnNH78eDpz5gwpFApiGIZSUlJo1KhRJBaLCQD5+/vXeK2wsDCytram2bNnV9qWm5tLzZs3pwEDBlBSUlKd28+2MSwsjAQCAQ0YMIAyMzPrdXxdr3H58mWytram7t27k7e3NwmFQhozZgwpFIoaj0tLSyM/Pz+ytram5s2b05gxY+h///vfW313q0G1Mc2/krScnJyM+Ph4FBcXo6ysDMXFxZBKpSgtLeVKNL28vNCnT596pxk/4O8DpVKJI0eOIDQ0FD4+Ppg0aVKdVLV5PB4kEglKS0vx3//+F4aGhnj27BlkMhlatGiBrl27Nqg9enp6GD16NMLDw3HkyBFMmzYNnTp1AvCqSub58+cwMjLiZnXAK3+4TZs2wc/PD7169WrQdf8OKCgowMaNG5GdnY21a9dyJNvt27cjOzv7rRK4iQjFxcV4/Pgx3N3dYWJiUudjWa2U+Ph4HD58GGVlZbh8+TJu3LiBTp06Yf78+dVmd2oCn8+HsbExtLS08OLFi7eazfr0009x+PBhxMTEYOzYsRWW79LS0rBy5UrcuXMHRASNRoOLFy/ik08+qfAe1gXFxcXYu3cvLl++jCVLltSpIunYsWP46aefUFRUxJln6urqwsPDA+bm5ggMDMSBAwfQuHFjfPPNN9X211KpFBEREWjZsiXnmUVEiI2NhVQqrfKb1Wg0SE5OxpMnT3Dz5k3s2rULzs7O2LJlC06ePIn+/fvD3d0dQ4cOrfEe5HI5NBpNtZw7qmEpvCaw2WGBQMAtqb9tMAyDrKwsaGtrY+7cuTA3N0f37t2RlpYGmUxW41JvYmIiTp48ifbt28PIyAhHjhxBXFwcVq5cid69e7/1ttYJNUVD7zoMe9/Iz8+n+fPnU7NmzcjCwoLMzMzIxMSEjIyMSF9fn3R1dUksFpO2tjYNGTKEioqK/uwmvxNER0fTTz/9VGOE/q7AMAz3788EwzCUlJREtra21LRpUwoNDSWNRlPnY+fNm0dWVlZ04MABYhiGlEolKRSKOp+jOmg0Glq/fj0ZGRnR119/zf39zp07ZGNjQ/369eOeX1paGnl5eZG2tjaNHz/+ja77VwbDMHTy5Emys7OjTz75hJtpZ2VlUZ8+fYjH45FEIqETJ068letpNBoKDQ0lLS0tWrNmTb3eVY1GQ2FhYWRlZUXGxsZkaGhIBgYGNHPmTEpKSiK1Wt3gdu3atYskEgkFBwe/1e8nLy+PjI2Nydvbm54/f879XSaTUVBQEHcPAoGAWrRoQc2aNaOLFy8SEZFSqaQjR47QoEGDyN/fnzIyMqpsG8MwdP36dbK1taUFCxZQUVERt59araa7d+/S7t27KSoqijQaDTEMQzdv3qR27dqRRCKh6dOnU+fOnenKlSvcOTUaDd28eZM6d+5MhoaGdPPmzSrvj2EYOnLkCDVt2pQGDx5MpaWldP36ddLW1iY+n088Ho8uXLhQ6RiVSkUZGRm0evVqMjIyoh49etC+fftIT0+PWrVqReHh4VRaWlrrbxESEkISiYR++OEHYhiGNBoNd4+5ubnUrFkz8vHxocTExLr9YOXaeOnSJeLz+eTj41Nlhkej0VB8fDytWrWK1q5dS48fPya1Wl3n94dhGHr27BkdOnSI8vPz6dSpUyQUCmnQoEEVMtBVHffy5Uvy9vYmDw8Punr1Kvn7+5NQKKSePXvSkydP3uUY8CHDAwD79u1DSEgItLS04OLiAnNzc2g0GggEAmhra4PH4yE2NhYAMHfu3H+UK3B5rFmzBufOnUOrVq3g4+Pz3q5Lf5B9b9++jaZNm3Il338GWIJwZmYmpk6diu7du9eLE2Nvb8+VtvJ4vLeSCWQ/yq5du0JfXx+XL1+GWq2GUChETk4O1Go1586dm5uLefPm4fbt21AqlcjLy3vj6/9VUVpaioiICGRmZmLWrFnQ0tKCWq3Gb7/9htu3b0MsFnMq1m8DRISHDx/C2NgYVlZW9crG8Hg89OzZEzdu3MDdu3ehpaWFLl26wNTUFHw+/40sADp16gQrKyscOnQIM2fOrDORujbo6OigY8eOyMjIQHp6Olf2npycjB07dmDChAmIjIxEXFwcbGxscP/+fRQUFEChUGDt2rVYvHgxeDwezp49C1tbW0ybNq3S91BWVoZdu3ZBIpFgyJAhMDAwAI/HAxHh3LlzmDlzJmfmPHLkSMyePRvr169HQkICdu7cCT8/P5SUlFQoHefz+XB1dcV//vMfzJ8/H99++y3Onj1biQtTUFCAS5cuITk5Genp6Xj06BGAVxyYsrIySCSSShkeVpfH0tISn376KaKionDy5EncunULIpEIkyZNgqenZ5W8G7lcDqlUCoZhwOPxkJ+fD4ZhIJVK8eTJE/z222949OgR1q9fz2W5qAHZGfqD8MwKQr7ef8nlcuzevRvz58/nqk1XrlyJQ4cO1arUzVZBCgQCODg4oFmzZsjJycHy5cuhp6cHX1/fGjlHPB4PVlZWOHLkCKRSKaytreHm5obk5GScOXMGe/bswaJFi967tMa/KuDx8fFB27ZtERwcDJlMhrVr18LJyYnrhDQaDdLS0sDj8f7RJpF5eXlcWef7xpUrVzBs2DAEBATg22+/fe/XZ5GQkICjR4+iWbNmGDlyZL1KQoFXFRJqtfqtEAXpD62Vp0+fIikpCfHx8ZDL5UhKSsLBgwfh6urKWUmYmJjgxYsX2LhxIy5duoTPP/8c27Zt+/PJgO8Q2dnZSEhIQOvWrdGiRQtoNBpcuXIFu3fvhoWFBby8vLB3717ExcVBpVK9cfBJf1RaGRoa1rtUmV1maNq06VtddgJeuZn37NkTu3btwokTJzB8+PC3Qlzn8/lo2bIlHj9+XCFwtrCwQFBQELp164Zbt24BAPT19aFUKlFSUoK9e/di2bJlaNWqFdq0aYMzZ84gKioKkydPrvQbFBcX48SJExg0aBBatWpVoW81NjbGqFGj0KJFC5w5cwbHjh1DdHQ08vLyMHToUAwdOhTa2tpVBng8Hg/Dhg3Dnj17EB0djfv373PLwCxyc3Nx+/Zt2NnZQalUYtq0aZg8eTIMDQ1RXFyMAQMGVBs88ng87h0LDw9HcXExevTogYkTJ1Y74O/duxebNm1CSUkJBAIBpFIpCgsL8dNPP+GHH36AtrY2fHx8uGfAfrv1/YbVajWSkpIAANbW1hWWCEtKSrB9+3YsXboUjo6OmDx5MsRiMdatW4fvv/8ex48fr/I7ISIUFhbizp07yM7OxuDBg6Gnp4f8/HwsW7YMDx48gK+vLz799NNax0cejwdjY2NOu4mIsGzZMty5cwfnzp2Dn58fOnbs+F7H2X9VwNO8eXM0b94ct2/fxvLly7FixQp8//33nPiXQCD42xtDEhFSUlKQkpICV1fXKteN5XI5APwpwnVJSUkQi8Vo1KjRe792eRw4cABlZWXo1KlTJS2UuoANeMrKyt64Lb///ju2bt2K8PBwSKVSGBsbQyaTQaPRICAgAD169EDXrl3B5/MRHR2NxMREXLt2DR9//DECAgKwffv2v22ZaF1QXFyMvLw8GBoaIjExEREREdi0aROysrIQFBQEFxcXHDlyBKdPn0anTp3Qt29fLoPQENAflUT6+vp/KaE9gUCAGTNm4Pr161izZg06dOjQYDPT8uDz+WjUqBGKi4sruM1LJBKMHDmywrslEomgVqsRGRmJ6OhomJubY9WqVRxXKTs7u8qBOzExEaWlpWjRokWFzDmPx0P37t3RvXt3EBEGDRqE+fPnY+fOnTAyMsKUKVNq5fpIJBJ4eXkhNjYWERERFQIeIkJubi7i4+MxefJkODs74/Tp00hOToa1tTWys7MxbNiwGoPk5ORkREVFobS0FDweD9ra2lCpVMjKykJkZCR8fX0r9LMmJibo0KEDlEolGIZBSkoKioqK0Lp1a3Tt2hVNmzZFnz59IJFIUFhY2GA9obKyMty7dw/Aq7GN7c+VSiXOnDmDtWvXwt7eHps3b4abmxvXls2bN0OpVFa6ZyJCdnY2Nm3ahB07diA3NxcPHjxA06ZNceTIERw6dAidOnXCihUrGrT6wdqaTJw4EUFBQYiJiUG7du3eq6XHvyrgYTF58mSkpqYiJCQEXl5emDBhQp3Iqn8HaDQaREZGYv369fjhhx/g7e1dYRaoVCo5Aaw/I+B5G3YIGo0GT548wYULFxAbG4uioiIQEcRiMaysrNCvXz/079+/2uMZhsHly5chFArRu3fvBumavD47aygiIyOxaNEixMXF4YsvvoCnpyfy8vLg7+8PMzMzrFy5EkqlEi1btsSFCxcQGhoKOzs7zJgxA+PHj4e5uTkEAgEnxvZPeY/Lw9DQEObm5rh69SqmTZuG7OxsqFQqzJs3D0OHDoWenh6++eYbLF++HF9//TU6dOiAOXPmoHv37g0KetiOXywW1zvz967h6OiIH374AWvWrHlrppHlSfgymQxEVOG5sQKPwKvvV6lU4vjx41CpVNiyZQu8vb1x/vx58Hi8akUzc3NzIRQKa3yerCO4t7c3duzYAbVaXef+giVQsxmP8m1PTU2FXC6Ho6MjxowZg169euHFixc4fvw4iAgSiaTa9yQ7OxurV6/G2bNn4erqCplMhoiICPz888+wsrLCjz/+CC8vrwoBz7Bhw9CrVy9oNBowDINTp05h0aJFGDZsGGbOnAldXd0KfTL7fOvTlxAR5HI5IiMjYWpqiubNm0MkEoGI8OzZM6xduxZCoRArV65E586dAbwKbMeNG1dlkEFEyM/PR2BgIA4dOoTCwkLo6urC3NwceXl5iIiIgEwmw+TJk+Hg4FDndr4OsZOCk0kAACAASURBVFiMnj17Yvfu3bhy5QpGjRr1IeB51zAyMsKXX36J0NBQhIaGol+/fpUk3v8MlH/h69JRl0+FsvsLBAK0adMGWVlZ2LNnD9q1awdLS0tuu1wuh1qt5oTw3jdY7Y2GZCTYpZ+NGzdiz549nOgX22Hw+XwIBAKcPXsWt27dqlYkTaFQIC8vDwKBAPb29m90P28S8Lx8+RKrV6/GgwcPsH//fnh6ekJPT49TW/b09ISPjw8YhgGfz8fOnTtRVFQEsVgMU1NT6Orqcuv3rK7IP9FuwsbGBnPmzIGOjg6ePXsGT09PTJgwAe7u7txA8+WXX8LR0REhISG4du0a9u7dCw8PjwYHPIWFhWjUqNFf0jfKy8uLq3xh8XqQUh/weDxoaWlxQfPrKCsr4wbvvLw8ropt1KhR8PPzA5/Pr6CAXRX09PSgUqkglUprbKtCocCBAwe4d3vbtm346KOPalW6Zre9fn2NRoOXL19CV1cXpqamEAgEsLS0xLFjx/D06VOo1WqEhYXB1dW1QsaDiKBUKrFnzx7s2rULTk5OWLt2LRiGwciRI7Fu3Tro6OjA1NS0UrZDKBRWsDhp1KgRhEIhLCwsqsyMlCfV1gdRUVFISUmBu7s714+xvJ0HDx4gKCioUtDftGlTNGnSpMLfiAgKhQLTp0/HmTNn4ObmhoyMDBgaGnKZUjMzMyiVSgQEBGDNmjWwt7fHJ598Aj8/v3p9IzweD3Z2dmjXrh3u3buH0tLSelVBvin+lQEPy9H5+OOPcfDgQbx8+bJBpaLA/xNxRSLRG3EHlEol0tPTkZubixYtWsDIyKhO7UlISMCRI0fg4OCA/v37w8DAAC1atMCoUaPw888/Y+TIkRg4cCB3LpVKxXU4b4v0WB809ONmg525c+ciJCQE9vb2mDVrFoYMGcJ1KHK5HFOmTEFsbGyNhDqBQMDNsBqacWpoGrr88eHh4bh+/ToWLFiAvn37QiAQIDMzE4cPH0ZpaSnGjh3LkQ2BV8q45ubmld4LAwMDjk/0Twx4hEIhevTowS17sArF5Z+Dvr4+Bg0aBF9fX2RkZHBFCA2FQqHgSn7fJcoHCuWtMsr/t/z28vuxircMw3BKvhKJpN79ENuHsff7+nMr357nz58DeEXanzt3LmdzUb5dVaFFixYAgNjYWOTn51fJjSIiREZGIjQ0FEOHDkVZWRln4uvv74++fftWew9sZqcq9XH2nWFJ0o8ePcIPP/wAQ0NDaDQabNy4keMQ8fl8KJVKxMfH49mzZ5yf3qpVq9CxY0cQEX799VfMmzcPL1++xMKFC2vtR/X09CAQCKp9Ng3J8CiVSmzYsAF8Ph9ubm4c0Tw2NhY///wzevfujcGDB1f6DtjnUP7ZZGdn47///S9Onz4NX19fDBs2DN999x369+/PySEEBATA0tISoaGhKC0tRVxcHO7evQsfH596TwpMTExgZ2eHyMjICuPR+8C/MuABXr2Ezs7O2LhxI9LS0tCpU6caOzeGYVBaWlqBDc9Wcxw/fhzdu3dHz549G9QWtVqNiIgIzJ07F3l5eQgODsbYsWNrPa6srAwrVqzA0aNHIRKJ8P333+Pzzz+HkZERfHx8cOLECezcubOCF5BSqayzD41SqURhYSH09fXfmm9TQwl6APDLL78gJCQEAwYMwPLlyyuRH1lOjZOTU42pc1aVNyEhAffu3UOfPn3eO0FdqVTiyZMnUKvV+PjjjyEQCFBSUoJdu3YhOjoafn5+6NKlS4VjqlPmtba2hlwuR35+/nudLb1PsGTgmrazz8fGxobL4pWUlEAmk0GhUECtVoNhGBgYGMDe3r7W5aq6fCNsv6BQKKBQKFBWVga1Wg2VSgWVSgW1Wg21Ws1lSMp7QWk0GqhUKsjlcq6NCoUCpaWlkMvlUCgUUCqVUCgUkMlkHMdGoVBALpejsLAQMpkMMpkMSqUS7du3x+HDh7ngoq4gIhQVFUFLS6vGwZuIkJOTA21tbYwfPx6Ojo4VJlIqlara483MzDB8+HCEhYXhwoULGD58eKXATCqVYsWKFWjcuDGmTJmCrKws3LhxA1evXsUXX3xRbbuKi4tx+fJl8Hg8uLm5VdjG5/NhZWWF0tJSxMbGwtDQEAsWLIBGo8GiRYuQnp6OLVu2YPLkyVi8eDGsra0RExODhQsXori4GEZGRvj666/h6enJ9fvu7u4IDQ1FWVkZzMzMag2KraysoKWlVa2jeU2BYnW4dOkSrl27BltbW/Tt2xdisRhKpRLff/899PX1MWLEiEqZnNdBRMjIyMCiRYtw7tw5DB48GKtWrcKJEyegra2NUaNGcRMLOzs7LF68GIsXL67Q5oZMCHR1dWFsbIySkpK3woGsD/61AQ+b2jQxMcGzZ8846fCcnBykpqZyJa5CoRACgQBpaWm4c+cOpk2bxvkspaWlYeHChUhISED79u0b3JaCggL8+uuvMDQ0xJw5c+osyiQQCODj44M2bdrgyJEjWLlyJfr06QN7e3s4Ozuja9euOHXqFGJjY7myy6KiIo7DU9NHlpGRgf379+P+/fto0qQJhg0bhvbt24NhGNy+fRsqlQofffRRvV/4168pl8tx/PhxtG3bFs7OzjUet23bNtja2uLrr79G69atK+1TUFCA7OzsWoXAgFcVexcuXMDFixcxZsyYSrLytUEoFHJCbA0BG5yxM+rs7GyEhIRg27ZtaNmyJQICAur8bD/66CPs378fsbGxb7S+3lCUlZUhNzcX+fn5UKlUkEgkaNy48TuzvmCfe2lpKYqKilBQUID8/HwUFBQgNzcXOTk5yMvLQ15eHvf/bKDAMAwaN26MJUuW1CjUqKOjA6VSWW2HrFKpcPXqVdy5cwcvX76EVCpFUVER5HI5SktLUVZWxgVCLO9Fo9FUCIaUSmWdBeNEIhF0dXWhq6sLsVjM8dW0tLRQUlICBweHeoskln+e7LJPXThLbdq0wcCBAyssz7DPqrqlJy0tLUyZMgU3btzA5s2b0bJlS3To0AE8Hg8PHz5EUlIS7t27h3v37mHcuHHw8PBAYWEhPDw8kJ+fj+7du1fZFoZhcO7cOTx8+BDNmzeHh4dHhe0CgQBt27aFo6MjtmzZgs2bN0Oj0WDWrFmYOHEiCgsLUVZWhpCQEIwbNw4ODg5ITU2FiYkJ8vLyMHnyZIwePbpCcMbj8erlKda4cWPo6+vjyZMnNe5X16AnJycHa9euBY/Hg7u7O7p16wYAuHPnDiIiIuDp6Ym+ffvWOokrLCzE5s2bceLECfj6+iI4OBhxcXG4ePEi3NzcapRkeJNvWygUQiwWg4gqWHa8D/xrAx7gFRnS1NQUaWlpiI6OxrFjxxAbG4u8vDzOiI1d/igoKICNjQ2mTZsG4NWHduLECVy/fh0bN27EgAEDGtQGIkJmZiYiIyMxc+ZMjBkzhiNxsYNIkyZNqpw53blzB7GxsZg4cSIYhkFQUBBCQkKwaNEimJmZoU+fPrh48SJ27twJe3t7iEQi5Ofnc514TS9bSkoKDh8+DI1Gg2PHjuHq1auYPXs2Hj58iEOHDsHBwQEdO3Z8Y1JncXExli1bBkdHR6xfv77aUl4iQnp6OhwcHKrlW+np6WH+/PmVMiNVYdiwYdiwYQPu3r2L48ePY+rUqfUK3nR1dbkZekMgFothbW2N0tJSzJo1C0qlEvfv34e1tTUCAwPRsmXLOmWd2LLcTZs2ISIiAr169XovBo/s73HixAlERUUhIyODqywzMzPDf/7zH66cuL4oLCxEamoqMjMzkZWVhezsbJSUlHDZmsLCQpSUlECpVEIul0Mul6OkpARyuZzLgmg0Gm5gatKkCezt7WFmZobQ0FA8f/4cBQUF1V6f5SyUlpZWqFoqj8OHDyMoKAiJiYkwMjKCiYkJDA0NIRaLIRKJoK2tzXFG2PdKLpeDx+NBV1cXQqEQQqEQIpEIOjo60NHR4Qwk2cBDLBZDW1sburq63HZ2H5FIBLFYDKFQCIVCAQsLC1hZWdXbjwl4xXOJi4uDmZkZJBJJpe3lB2JdXV1O3qP8djYjZWhoWOV7y+fz0aFDB0yfPh3Lly9HQEAAdu7cCWNjYxw4cACnT59GZmYmzMzMMGvWLGhra8PCwgIrVqyARqOpwIkpj/j4eGzfvh0FBQVYs2ZNJV4ij8eDo6Mj1qxZgzNnzkCpVMLb2xu9e/fmSqYDAwPh4+ODW7duobS0FBMmTACfz8fMmTOhr6//xn2ckZERHB0dOc2sNyHpajQahISEICYmBoaGhvjyyy+5ZcV9+/aBz+dj4MCBVf6O5cEwDO7evYudO3dCIpHA0dERS5YsQVRUFHJycrBgwYJ3Rnlgs5pisfiDDs/7hI6ODvT19fHo0SOcPHkSeXl5MDc3h6urK+zs7KClpcXNpuzt7eHm5sYJvyUkJOD06dPo0KED+vbtW2WJX/m14+rAMAwePHjAaWGUP8+VK1fw3XffITg4GL179+Y6TnYd+rPPPoOOjg7Gjx8PX19f7NmzB/v27cPChQvB5/Ph7e2NRo0a4bfffkNYWBicnJw4d12WeFgdOnTogKNHjwIAzpw5g8DAQPznP/9BaWkpbGxs8PXXX9f4subn52P27NnIysriUuUCgQDPnj2DXC7H/v37cevWLWRkZCAlJQUMwyA7O7vagIfP58PZ2Rl37tzBpEmTMHz4cPTv3x8mJiaIiYmBUqmEs7MzRowYUacOxdzcHIsWLcLYsWNx6NAh9OzZE61bt67z0pZYLAbDMA1eg2YNQ8+ePYuIiAjw+XwMGTIE/v7+aN++fb14GAYGBjAyMkKjRo0gEom4JUv23XuT2Vj595hFfn4+du3ahS1btnCTA0tLS7Rt2xaGhoaIiYnBuXPn4OXlVW9H99TUVCxatAjh4eEVloTKLwexWRG2TTo6OrCxsUGLFi3QtGlTODo6olmzZrC3t4dEIuECBeCVVYKxsTHc3d2rbQNbPhsdHY2cnJwqf9+IiAgkJiZix44d8PDw4AKb8tyi8kTaPXv24IcffoCenh5WrFiB/v37QygUVuAjsf9ll+/Yv9UmWMjOlBv6OysUCty9exft2rWrVS7CysoKQ4YMqcDbUKlUyM/Ph0ajgaWlZbXt0NHRwbhx4/DkyRPs2bMHI0aMwFdffYXw8HDExcUBALZt28ZZP/B4PLRs2bLKc7Ecpk2bNuHq1asYM2YMBg0aVO11vb290a1bNzAMA319/QqTG4lEAh8fH3h5eYFhGGhra0OtViMhIeGtTB54PB7GjBmDvXv3VsrisFxKmUyGsLAw7NmzBwEBAVwQ8/o9R0dH45dffkFxcTFmzZrFTe4UCgWioqIgFovRr1+/WvsjhmHw4sULZGVloaCgAOvWrYNcLoeRkREWLVqEyZMnv7NgRCqVIjMzE7a2ttDS0nq/dIKaZJjpH46HDx+Su7s7dezYkTp06EAnT54kuVxOKpWK1Go196+8FDgRkUqlot27d5OpqSkdOXKkSrl4mUxGU6ZMofPnz9fYhrKyMpoxYwZ17dqVYmNjK2x7+vQp+fr6kkQiob1791JBQQFpNBoqKCggHx8fMjExobNnz3Jy5T4+PqSvr08PHz4kolfy3n5+fsTn80kikVBgYCD5+/uTkZERicVi2rdvX63PiGEYKiwspPnz55NIJCIA9O2331JxcXGtz5Y1dTQzMyNTU1MyMTEhLS0t4vF4pKurS0ZGRmRiYkKNGjWiOXPmUGlpaY3tiI+Ppx49epCpqSlpa2uTjo4OmZmZkUAgIIFAQE2aNKE7d+7USbKcvS9fX18SCAT0/fffk1wur/U49tg7d+4QAJoxYwaVlZXV6biqzlNaWkqPHz+m9PT0ekm+lz8HwzCkUCiouLiYcnJyaMSIEWRpaUmtW7emo0ePNqhtRERyuZx+++03Cg4OppKSEkpPT6fdu3dTy5YtSVtbm6ytrWnChAl07do17rtRqVSUk5NDL1++bJB0fEFBAa1cuZL69etHQ4cOpSlTptC3335Lq1atok2bNtHOnTupT58+5OfnRzdu3KC0tDRSKBSkVCq57/b177X8s1IqlVRWVlZj29RqNa1evZrEYjGtXbu2SruQK1euULdu3aq1MyiPoqIisrCwIHNzc5JIJGRhYUH3799/a9L6ubm55OjoSEuWLKmT+e3rOHv2LPF4PBo7dmyVpqBFRUXUuXNnEggE9Pnnn1d6HkVFReTv708A6Pvvv6/xe2AYhoqKimjWrFlkaWlJBgYGZGJiQhKJhKZOnVqnb5BhGMrLy6MFCxaQlpYWeXp60vPnz9+qVQHDMFz//zag0WhIpVJVamNhYSH5+PiQQCAgLS0tMjY2rtKsljU6Hj16NPF4PHJxcaHCwkJu++PHj8nOzo6cnJzqZG/DMAwlJibSzJkzydvbm3R0dEhPT4+WLFlS6/fxJmAYhu7du0edO3em8ePHU0FBwbu4TLUxzb864ImPj6eePXtSr169Krw8tSEzM5P8/PzI29u7Wv+Tx48fk56eHi1btoyIiIqLiykuLq7SB1RaWkr9+/enAQMG0MuXLyudJyYmhnx9fUlfX5/GjBlDkZGRtGbNGjIzM6Pp06dXeDEXLFhABgYGFQKZqVOnkkgkov79+5NarSZ/f38SiUTE5/Np+PDhtToWy+Vy2rJlC5mZmVHr1q3J1dWVdHV1acGCBTW687Juw1euXKHz58/T8ePH6dChQ9S1a1cyNTWl2bNn065du+jgwYN0586dOnUsDMOQVCqlPXv2UJs2bYjH45GlpSUJhUICQABo3759de6kWN8jNjh49OhRnYOl+Ph4AkBTpkxpsHP0m4AdOBISEig6OpqOHTtGixcvpkGDBpGOjg5paWlRly5dKDQ0tMHX+O2338jKyorMzc1p0aJF1KlTJ9LR0SEHBweaOHEiRUdHv8U7qhuUSiW1aNGCvL29KSsr651cgw1oDQwMaOzYsfVyoc7KyqIHDx5UeI/y8vJo6NChdOjQIVq/fj2ZmprSp59+2qDgpCrIZDJq164dNWvWrNKkqS6YOnUq6evrU3BwcJXbCwsLqXPnzqSnp0ePHj2qtD0nJ4cmTJhAAGjXrl11ui+NRkPh4eG0cuVK2rlzJ508eZLy8/Nr/f5Yb6hp06aRSCQiNzc3ioyMfGMPuz8LKpWKQkNDafTo0dSzZ0+ytram5OTkCvuwk7PAwEDS0tIiW1tbioiIqHDPV65cIWtra+rdu3e9r79q1SoyMDCgwYMHk1QqrXDdqiYObwKlUklbt24lU1NT2rdv31v7Bl5DtTHNv3pJi00f14clT38w22/cuIFp06ZVmwJ++fIlhEIhl5o8e/Ystm7dip9//plL2bLne/nyJVq2bFllGtPV1RXr1q3D3r17sW/fPty8eZOzGPjqq68q7MuqRKempnJ/Y9PmrB/Ts2fPYGBgAD6fj6tXr+L06dPw8/OrcglFrVZj165dWLJkCUxNTbnKqFWrVmHr1q0QiUSYM2dOlXo+PB4PzZo148ol2Xtl1+39/PwqEQxrA3sfKpUKhYWF6NGjByZNmoRnz54hPj4eDMOgXbt2dU7ts7yCQYMGYdeuXTh27BgCAgLqxIPQ19eHtrY2SkpKUFpa+l4E6uRyOZKTk5GYmIjnz5/j2bNnePbsGZ4/f44XL14AeCUx7+XlBXd3d/Tq1YsTHWso9PT0kJaWhi1btsDR0RHTpk1Dv3790L179z9F1gBABQLwuwCPx4ONjQ08PDwQGRmJhw8fwtzcvE7v1ebNm/HgwQMcOnSIWzYxMTHBL7/8Aj09PWRmZuLYsWM4d+4c4uLi3qjYgQXrHn706FE8fvwY7dq1q/OxUqkU4eHhMDExgaura637V7X8oFAokJWVBeCV5kxdnhOfz0evXr1qJI6/DqVSiUuXLmH16tW4cuUKunfvjoULF+Kjjz56ZwT5dw2hUIj+/fujf//+WL9+PQIDAzklfBalpaVYv349x1Hy9/dHly5dKtyzSqUCwzD1liRISUnB6dOnoauri++++67CGMT2123atKnVe6suICIkJiZi+/btcHV1RdeuXRvEOXsT/KsDHqD+5dEMw+D+/fvg8Xho06ZNtRoExcXF4PP50NbWRmFhIfbu3Yvo6GjEx8dXCngKCgqgra1d7Zpps2bN8M0338DV1RXLli3DzZs30bZt20okW1YG/3UFVvpjjT8uLg6PHj1Ct27d4OXlhYULFyIoKAi6urro169fBe6LSqXC1q1bsXz5cvD5fMybNw99+/aFrq4uli9fDltbW+Tn50Mul9dLwLCwsBBaWloNWhtnGAa///47Vq1aBUtLS6xYsQJdu3aFRqNBbm4uiAgWFhb1WhM2NTXFgAEDcP78eezYsQPTp0+vtdKFFWozMTGBTCbjCO5vE/SH8mlSUhIeP36M+/fv48mTJ8jMzEROTg5ycnIgl8shkUjg7OyMoUOHwsXFBU2aNIG1tTVsbW3fuDPp168fbG1tUVhYCG1tbVhZWaFJkybQ09P7U33m2BLvhlbI1QWmpqb45JNPcP36dWzatAmdOnWqVRsrMTER+/fvx8CBAysMRuVFPq2treHj44Pbt2/j5MmT1QY8LCenrgO5gYEBNBoNZDJZPe7yFRcpPT0dzs7ODbJYAV5V6WVnZ3NCfO/q3cjLy8POnTsRGRmJ8ePHY86cOXBycvrHqIuz3LvU1FS0atUKwCul5+DgYOzYsQM8Hg+TJ0/G2LFjK8mEGBgYQCAQICMjgxMqrQsePHiAxMRE+Pj4VKp8JSKsX78ePj4+byXgKSkpweLFi5GVlYXZs2f/KTZO//qAB6hf0MMwDGJjY2Fubg5ra+tq9xOJRFAoFDh//jwiIiJw5coVaDSaSmWuRASVSlVr5yYWi+Hk5ASFQgEDAwMkJiZi+PDh2Lp1Kzp37lyBnFq+cogNyJ4/f47t27cjJSUFCxcuxNChQ1FSUoLg4GB88cUXGDt2LMaNGwd9fX0cP34cV69exfXr1yGVSrF48WKMGTOGC8isrKwwd+5clJWV1TtwYQOehnixyGQyBAUFobi4GEuXLoWbmxv33BrqzcXn89GlSxe0atUKly5dwuXLl+Hn51frcaysQVFRUb0GmdOnT3OVJyYmJpBIJDAzM4NIJIJKpUJJSQmKi4uRmpqK7OxslJWVcSXOKpUKurq66NSpEz799FO4u7ujVatWnE6Sjo7OW+38jY2N30pH97bBuqVXVTLOpq5fJw7Xdx+hUIi+ffuid+/eOHPmDJYvX47g4OAqCcTsN7xx40YUFhZixowZ1Q76PB4PPXr0wA8//ICoqKgqCdHZ2dlYsmQJ3NzcMGbMGG7WLpPJcOzYMXh6esLOzq7CcSx5vr592cGDB6FWq9GvX786TVyqOn9ZWRny8/NhbGz8xoKPNUEikeDrr7/GnDlz0Lp163+c5pSDgwPEYjECAwOhVquRmZmJPXv2cMatX375JebNm1dln+vo6AgDAwOkp6cjNjYWzs7O1f4ORIT79+8jIiICGo0GhYWFcHFxqSRISH+ITbLZu4aCndTPnj0b58+fxxdffIEhQ4a89+wO8C8PeOqb3WGPSUtL4ypjqoObmxuaN2+OqKgoCIVCWFlZIT09vVIani1TZXUsqssYaTQaRERE4PHjx1i8eDGsrKywdOlSTua8X79+yMjIABFVcKdlZ+NJSUlITU1Fr1694OXlxQlqNWrUCGvWrMHmzZuxZs0aAOBSo4aGhggODsaMGTMqzVj19PQatIwjlUphY2NTbxdqIsLRo0cRFhaGKVOmYMCAAW9tcG/UqBE6duyIq1evYv/+/Rg6dGitnbZAIECjRo2QnZ1dr4Dn+vXrSE5OhkAgwIsXLzhROnbgK1+lIxKJYGJigjZt2qBLly7o1q0bOnTowA0q7G/yZ2Zb/gzw+fwqJQHYUtuTJ0+id+/eXPUUC/pDv+fhw4c4cOAAvLy80KdPnyo7XnZZa+7cuUhNTcX69etRUlKCBQsWwMzMDGKxmFPlzc/Px/bt2/Hbb79h3rx5FZZxq0L79u2hq6uLlJQUZGdnw9LSssJ2drC7desWRowYwXkknTp1Ct988w2mTp2KRYsWVTgmKysLQqGwXhOJR48e4f79+ygrK0NYWBjmzp1bZZaZrZIDUOlZEb2yYMjNzYWdnd07XeYUiUScntg/Ef369UOvXr1w8uRJDB48mBP2MzIywrx58zB79uwqlbCBVxIrfn5++OmnnxAUFIR169bBwsKiQmWvRqNBSUkJoqKiMHXqVLi4uMDT0xPa2to4efIkunTpwjkOqFQqHDhwAImJidVqIL0OhmGgVCo57Toigkwmw4MHD/Dtt9/i7t27GDNmDJYuXfqnLYf/qwMeoGEWAUqlstZyXzMzM5w/fx4PHjyAmZkZ/ve//2H58uWVOgyBQIBOnTrh2bNnePToETp27MgpIj99+hRaWlpwcHBASUkJtm/fjtatW8Pb25vLSnz99dcICAhAdnY2Tp06BR6Px3FjpFIprl27Bj6fj+HDh8Pc3Bxjx47lFDj19fUxefJkeHl54eDBg7h+/Tp4PB5EIhGaN2+OYcOGcS7dbwNlZWUoLi6Gvr5+vTM82dnZCAoKgoODA8aMGVMl36mh4PF48PT0xJ49exAVFVWt9H15CAQCWFtb48mTJzWW97+Or776CoMHD4ZEIkFCQgIKCgq40ms+n8/JIEgkEtjb28PS0vIfk7J/WygrK+PUhsuDzYBs27YNO3bswOnTpytwmBiGwYULFxAQEICSkhK0adOmRk83Ho+HLl264Mcff0RgYCD27NmD69evw8fHBx06dICuri4SEhIQGhqKuLg4jBw5El9++WWt7dfR0UHTpk2Rnp6OjIyMSgGPrq4u9PX1Od8p4BVPJjo6GtnZ2ZUmWgzD4MmTJ9DR0YGdnV2t1wf+fwLFcg29vLyqnWyxrt9s219HWVkZir0hhQAAFzlJREFUSkpKYGxs/M6NIP/Jwb22tjY2bNiAJk2aICYmBhqNBk5OThg3bhzc3d1r7Id5PB6++uorREVF4ezZs1AqlRg1ahSsra3B5/NRVlaGtLQ0hIaGIjw8HO7u7ggKCoJYLMb9+/dx8uRJdOvWDUZGRhCLxZzmVZs2beok5Aq80o07duwY9PX10bhxY+Tn5yM8PByhoaHQ09PD4sWLMX369DeyYHpT/OsDnvqCx+PB0tISCQkJyM3NrcDHeX0/a2trbtnrxIkTIKJKglAikQhjx47F9OnTsW7dOowfPx42NjZITExEcHAwBg4ciJkzZ+LKlSt4+PAhJk+ezIl+denSBVu2bMGCBQuwYMECFBUVoX///hyv5fTp04iNjYWbmxu2b99eZWfF5/Ph5OSEwMBAFBcXQ0tLi4vQ3zbYQNHY2LjeQdS5c+fw8uVLTJw4EZ06dapxX/rDHyYsLAzdunWrk/qwi4sLjI2NkZ6ejtu3b6Nfv3417i8UCrmPmlXlrgusrKygVquxefNmvHjxAjo6OmjZsiX69u2Ltm3b/qM79IZCo9EgMzMTUqkUFhYWyMnJgZ6eXqXMmq6uLj777DMYGxtjxYoV+O6777B7926YmZmBiHD27FnMnTsXQqEQwcHB8PX1rdMA7enpia1bt2L37t24ceMG9u7di9WrV4NhGJibm6Ndu3aYP38+Ro8eXWd+k42NDZKTk5GXl1dpG6tblZubywUaCQkJuH37NjQaTSWuzYsXL5CUlIRWrVpxruG1ISMjA5cvX0ZRURGcnZ0xbdq0atvNEmKr899jdb3EYvGH4PwNIZFIEBQUxE2ETE1N6xwgWFhYYMOGDfjxxx9x4cIFnD9/nhO/lMlkYBgGbdu2xaxZszBhwgROXf67775D165dcffuXRQUFHDiiI0bN8bAgQPrrPyvVqvx9OlTnDlzhsu+2tvbY/To0fj444/RsWPHPzXYAT4EPADqt7TF5/PRvXt37N+/H1FRUXBxcamTQFN6ejoYhqk0m+PxePDy8sK0adOwefNmREdHw8TEBEVFRbC0tIS3tzd4PB7Wr18PiUQCX19fbikpLi4OP/74I/Lz85GTkwMjIyN899130NHRQVxcHHbt2gWFQoHAwMA6Gby9zaxJVWCXbRriQP3kyRNoNBrk5+fjzp07aNOmDfT19avkU6Snp+P777/HzZs30aRJkzoFPJaWlmjevDlSUlLw+++/1yngadasGaRSKfLy8qDRaOrc2R89ehTbtm1DixYtkJaWhgMHDuDQoUP47LPPMG7cuHqRwIleOXuXrwj8p4Ct6li5ciXi4+MBAN988w2X4SkpKamwv0AgQMuWLWFjY4OYmBiEhYVh3759+O9//4v//e9/mD9/PmQyGTZu3Ij+/fvX6z10dHTE4sWLkZKSgszMTBQXF4OIYGhoCBsbG9ja2lZ7PvrDg+rhw4cwMzNDy5YtoaenB4ZhquQhCYVCaGlp4cWLF1w1Gquqbm5uXskr6+DBg1CpVBgxYkSd3gEiwu+//46YmBhoaWkhMDCwRoFImUwGtVpdgXxd/lysAe+HgOftgM/n13vJH3g1lrRt2xarVq3C2LFjER8fzwm/mpubw87ODs2aNYODg0OFQN/e3h7Tpk1DQUEB5HI51Go1hEIhTExManWpLw8rKyvMmzcPfn5+KC4uhp6eHqysrNC4ceO35sX4pvgQ8NQTfD4fHh4ecHV1xfbt2+Hh4YGuXbtWUFQuLCzEy5cv0apVK26Qz8rKAhFVkkjn8XgwMDDAV199BU9PT1y7dg35+fmwt7dH79690aRJE1y+fBl37tyBu7s7PD09uWMPHjyIAwcOQCgUwsHBAdra2mjSpAmysrIQHByMa9euISAgAO7u7n+JzIGenh5MTEwQGxuLW7du1akMlsXAgQOxdetWHD9+HOHh4RCLxbCwsICBgQE3QKhUKhQVFSE9PR1yuRzTp0+vNRvEgs/no1WrVggLC0NCQkKt6sksaZn+UHxVq9V17uxTU1PRpEkTbNq0CcbGxti/fz9WrVqFRYsW4fnz5xxPpDrCLWubwOfzIZVK0adPH7Rv3x6bNm36R7mlazQazJ07FxEREXBzc8PEiRNx+/ZtAK8qPqrKjgCvAvegoCBcvnwZISEhMDIywrZt25CYmIidO3di4MCB9Z5p8ng8LhvXsmXLCpOk2lSQo6Oj8fnnnyMvLw9CoRAfffQRsrKyuGq/8iRqdknZyMgIz54940xFT548iZKSEm6CVf6avr6+kEgkGDlyZK33QX8YhV68eBGZmZkYP348+vTpU+MxJSUlUKlU0NPTq5ThYaUi2HOz1XO1qUN/wLsBn8+HpaUlevfuDS8vL6hUKu43EolENZLpTU1NYWpq+kbXtrKyqre6+ntFTSI99df7+XvhyZMn1LNnT/roo4/qpfioVqvp1KlT1KRJE3JycqKwsDAqKioipVJJSqWSVqxYQdbW1nT16lXasGEDyWQy8vb2Jj09PcrNza32vKzQE6sWyyrDfvbZZ2RiYkLnzp2rIAIVGxtL06ZNo5CQECooKKCioiJ68eIFjRw5ksRiMY0bN47S09PfmWpmfcEwDD158oRWrlxJz58/r/ex9+/fpy+++IIcHR3J0tKSTExMyMjIiAwMDEhfX5/09fXJ0NCQzM3Nafjw4fVW+/35559JJBJRnz59ahUyYxiGrl69SgYGBjRv3rwKgl21HRcWFkZLly4luVzOKbreunWLXF1dSUdHh7766ivKzs6usu3Z2dnUo0cPCgoKIqVSSVu2bCGBQECdO3emp0+f1vle/w64c+cOCYVCGjp0KBUWFpJSqSRvb2/i8/mkpaVFq1ev5pSmS0tLKScnhxOdVKvVtGrVKtLS0iKhUEg6Ojq0fPnyt6acW1fk5+eTs7MzWVlZ0ciRI6l9+/YkFouJx+NR48aN6cqVKxQWFkaBgYEV3teff/6ZTExMKCQkhM6cOUPa2toEgCZNmlRJLLQ+AnEMw9DNmzfJ0tKSmjZtSrdv3671uLCwMGrSpAm1bdu2SvXqu3fvkr6+Prm4uNCqVavIx8eHLl++XL8H9QEf8PbwQXiwKmhpaUFHRwepqal4/Pgxl6mpDQKBAH369MG3336LNWvWYNiwYRg5ciQ6deoEgUCAkydPwtjYGKGhobh79y6GDRtWocyvOlTlu5WTk4PCwkKMHDmykkdKu3btsGnTJgCviIP37t3DggULEBMTg08//RQLFy6ssXT+fYM18ps7d26Djm3fvj22bNkCqVSKxMREJCYmQiqVcq7UbLbM0dERrq6u9c52WFtbg8fjQSaTobi4uMYqPHZ2bmhoyK231/U+evfuXWFdXCAQoGPHjtixYwf8/f2xfft2GBoaYsGCBZXugcfjoaysDNeuXYO3tzd++eUXaDQaKBQKFBUV1et+/+o4cOAAdHV1OUPUe/fu4cGDB2jdujUePXqEvLw8qFQqCIVCHD16FOfOncOaNWtgYWEBPp+PwYMHY8uWLUhMTETHjh05U8j3if379yMpKQmBgYHw9/dHUlISlixZggMHDiA7Oxs//vgjWrdujQMHDiA1NRWbN2+Gjo4OXFxcYGVlhQ0bNkBbW5tb+rKzs6uUSazNr688ysrKsHXrVhQVFWH69Ol1MqnNycmBQqGoYBha/toSiQTe3t4IDw/HihUr0Lx5c26Z6wM+4K+Ef3XAo6OjA11dXSQlJWHNmjU4ePBgnY8Vi8X47LPP0KxZMxw4cAC3bt3C2bNnAQBOTk4ICAjA3bt3uRQvG+hQPSvCLC0tsWTJEtja2tbYMd2+fRv+/v5ISUnBN998g4kTJ3KktH8SeLxXDtguLi5wcXF5q+dmdT1UKhVkMlmtGkNCoRBisRilpaU1BrJ1AZ/PR9u2bbFs2TLMnDmTKyvt3LkzOnXqxK25a2trw9nZGWfPnsW3336Lhw8fQktL650qD/8ZYBgGly9fhr6+Ptzd3aFSqRASEgKFQoE5c+Zg9uzZSE9Ph1Qqha6uLrZs2YIWLVpw/DZWYyY7Oxv6+vpISEjAunXrMGPGDNja2iI9Pf2dC+WVlJTg3LlzMDU1xfjx4wG84ku4uLjgyJEjMDU1xYULFxAbGwu1Wo1Dhw5h0qRJ8PDwQPv27fHxxx9j7dq1YBgGZmZmyMvLQ7Nmzd6IJ/P777/jyJEjaNeuXQU+YE0oLCyEUqmsVuuqUaNGWLp0KXr37g1tbW107twZHTp0aHAbP+AD3hX+1QGPvr4+jI2NwTBMg4i0IpEIPXv2hLOzM1JSUrjyZEtLS9jb20OhUOD48eNISUnhAp36DowCgaBOA7uJiQkGDhyIzp07w9PT871YHfzTwBL01Go1FApFrfuzejnVBbH0hw3JqVOncP/+ffTp0wcDBw6sVoOCz+fDxsYGdnZ2uHv3LpYsWYKOHTsiODiYq8zR1dXF4MGDcfHiRVy6dAkDBgxAYmLiO1ceft8oKChAZmYmxGIxHB0dERMTg9DQULi6usLLywtOTk5ITk5Gfn4+rl+/jsTERPj7+3Pv/aVLl7Bu3Tq0bNkSU6dOxeHDh7FlyxbcvXsXvXr1wuPHj+Hh4YEJEya8M02Q5ORkpKamwt3dnSOhpqam4sSJE+Dz+diwYQMePXqEHTt2ID09HSKRCLm5uQBeTahmzpyJNm3aQCqVIioqCocPH4a1tXWDAx6NRoPly5dDo9Fg4MCBlZR1qwOb4bG1ta1yu1AohLOzM5ydnRvUrg/4gPeFf3XAo6urCzs7O+jo6NSLQPs6qiJ7ERHatWuHkpIShIeHcyW09c3w1BVOTk7w9/eHWCz+QBZsINjlo6oUsasC/WHZwQrDlc/iSaVShISEYOPGjcjIyIBGo4GNjQ369+9f5Xk0Gg2uXLmCwMBA3L9/n6tIk8vlFRRlWQ+isLAwyGQyWFpaYvDgwSgsLHzjLNNfCcXFxdBoNNDR0UFmZiZWr16NlJQUbNiwAaampnB1dcXhw4dx69Yt/PTTT2jfvn2Fyrrt27dDIBBg0aJF8PHxwcCBA7Fjxw6sWbMGMTExEIlEGDx48DtVe01LS0NJSQlnH6FUKrF//35umdvX1xf9+vXDiBEjEBMTw6k7s2jUqBFGjx6NnJwc3LhxA0ZGRlVWJtYVKpUKCQkJcHFxwZQpU+oU6KlUKmRkZEChUMDJyalB1/2AD/ir4F8d8PB4PHz22WewtrbGsGHD3vq5GzdujKFDh2Lbtm0oKCiolcPzJhAIBH+Z0r+/K9glITZzUxsYhoFarUZkZCQCAgJgZWUFIkJCQgKuXr3KLad06dIFy5cvR6dOnarkkKhUKhw5cgQzZsyAgYEBZs6ciUePHiE8PByfffYZmjZtyu3LaqGwar5ssMQwzD8q4DE3N4e5uTkePXoEFxcXEBFmzpwJNzc36OjooH///jh+/DimTJkCiUSCX3/9tQLfKSAgAFKpFF5eXuDz+bCwsMD8+fMxY8YMJCcnw8DAALa2tu+U01NUVISysjJYWlpCo9Hg4sWL2LZtGywsLBAYGAiBQAChUIjmzZvDwcGBC2Toj1JvgUDAZRBzc3NhYmLyRtkobW1t3Lhxgztvbm4u9z5VZ0tSWFjI+dTVx5T0Az7gr4h/dcADvHIYnzRp0js5t7GxMUaNGoXIyEi8fPkSOjo6f1tX338D2KwOn8+v08zf3NwcPXv2RGRkJI4ePcodr6OjA4lEgvbt22PEiBEYNmxYtXwgjUaDEydOYMaMGWjXrh2WLFmC7t27c35M1UnJlx8c2UDnnxTw6Onp4bvvvsPmzZuh0WjQp08f/Oc//+GWrLy8vPDjjz8iJiYGQ4YMQevWrSs8p9dd4llir5GR0XtbemEtQ6RSKcLCwrB06VIoFAqsXbu2ghfW66RjmUyGU6dOwcnJCR06dIBarYZUKoWOjs4bZaTY0uPc3Fz89NNPuHnzJkQiERwdHdG5c2e0aNECTZs25cTqgFfqudnZ2TA2Nv5rlxt/wAfUAf/6gOddw9nZGfPmzcOWLVtq9d/6gD8X5TM8dQlM7ezssGLFCty/fx8vX77kOFxGRkZo1qwZOnToUKvDdmxsLJYuXQp7e3usWrUKbm5uSEpKwu3btyESidCyZcta28EwTIMsUv7qGDx4MHr27AmlUllhEAZe8e9Gjx6N0aNH/4ktrBmsmWZISAhyc3Mhk8kwd+5c9OvXr8bA5eXLl9i5cyc++eQTtGvXDmq1GsXFxdDV1X0rS3Csn1J6ejpHrBYIBHBwcECXLl3g7u4ODw8PODo6QiqVQiqVws7OrkYdlw/4gL8DPgQ87xhisRhDhw6Fs7MzVwb/AX9NsMuOIpGoTr8TazD5JtVwx44dQ3JyMvbv3w9XV1dONPLRo0cYMmRInQjr/9SAh83I/F3Rvn17ODo6IiIiAu3bt8eSJUvg6+tb6z2xRsKswCAb8EgkkrcS8FhZWWH16tVQKpVQKBS4f/8+zp8/jytXrmDv3r04ffo0HBwc0Lp1a5iZmSE/P5+TbPiAD/g740PA8x6gra2NVq1a/dnN+IBakJqaynkClScKvysolUrEx8dDJBKhR48euHfvHpYtW4YLFy7A0dERq1atqlO1XUMlDz7g3cLa2hp79uzBixcvYGdnB1NT0zqba/J4PK7qTqPRoLi4+I2XtFiIxeIKZeNdu3bF6NGj8fz5c/z66684cOAA7t69i3v37kEkEkGpVEIul6OsrKzOXmEf8AF/RXwIeD7gA/5AXFwcl7V5HyZ3RAShUAi5XA43NzekpKRAS0sLHh4e2LBhQ6XMEVsVVlhYCGNjY6467J9Ujv5PwutS+3UNFPT09GBgYIBnz55BrVaDYRiOxPwuOIBaWlowMzODmZkZOnfujPnz5+P48eM4evQonj59CrVaDUtLyw8+WR/wt8eHgOcDPgCvZtGxsbHg8/l1Up99G9DW1sbIkSORm5uL4uJiODo6wvv/2rtjl3TCOI7jnzvtSqwU4gaJIuggCIJoacqlqaWlJWpoSGgJWoWGhob6A4Ig6B9orIYc+gPcg4oCcSikITmDq5TOhvgFP/hFFtUvH9+vWfAG0bf33PN8Jyc1Pz8v13X/eQ2Xl5daWVnR+vq6xsfHJen1+Y5G7x7g53zmc+S6rgYHB3V0dKSFhQXVajUFQaD29vZvi44/1xmJRNTb26vl5WUtLS2pWCzq5uZGAwMD6u7u5u4OmhrBA0gqlUq6urpSNBr90eXH6elpjY2NqVqtynXdd39UHMdRoVDQ3t6ePM9TLBaT7/tKJBI8H2aIeDyuqakp7e/va21tTTMzMwrD8MuWtBrV1tYmz/Pked6PvSfwnQgeQFI+n5fv+3Icp+EJ61/Btm319/c39FrLspRKpTQ3N6ednR3Ztq3h4WEFQaCurq43j/5H80mn05qdndXW1pZOTk4kvRxw+l2nQgOtgOBBS3h6elKhUJDv+7JtW0EQqLOzU6lUSvV6XYeHhyqXy5qYmGg4QP6HWCymxcVFnZ+fa3t7W9FoVJFIRKOjowSPQeLxuLLZrE5PT3VwcCBJ6unp+dQIHAAvCB60hCAItLq6qlwup8fHR9VqNdXr9dflozAM5TiOMpnMr34407Is9fX1aWNjQ8lkUsfHxxoZGVE2m/3V142PSyQS2t3dVSaTUbFY/GuILICPs97Zyso+VxghDEOdnZ0pl8vp4uJCpVJJd3d3KpfLenh4eN0avrm52VT/ou/v75mfZrhqtarb29svO4cHMNybX4YED1pSGIaqVCq6vr5WpVJRR0eHhoaGiAcAaG4EDwAAMN6bwcMkSwAAYDyCBwAAGI/gAQAAxiN4AACA8QgeAABgPIIHAAAYj+ABAADGI3gAAIDxCB4AAGA8ggcAABiP4AEAAMZ7b/QuUxQBAEDT4w4PAAAwHsEDAACMR/AAAADjETwAAMB4BA8AADAewQMAAIz3DEz9q2Mh6ZWUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 推导\n",
    "fig, ax = plt.subplots(figsize=(10, 10))\n",
    "d = plt.imread('./graph/变分推导.png')\n",
    "plt.axis('off')\n",
    "ax.imshow(d)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\n",
    "\\frac{\\partial G}{\\partial y}-\\frac{\\mathrm{d}}{\\mathrm{d} x}\\left(\\frac{\\partial G}{\\partial y^{\\prime}}\\right)=0 \\tag{D.8}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f9f826a2110>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 例子\n",
    "fig, ax = plt.subplots(figsize=(10, 10))\n",
    "d = plt.imread('./graph/变分例1.png')\n",
    "plt.axis('off')\n",
    "ax.imshow(d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f9f7f030550>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1.5.4的应用\n",
    "fig, ax = plt.subplots(figsize=(10, 10))\n",
    "d = plt.imread('./graph/变分例2.png')\n",
    "plt.axis('off')\n",
    "ax.imshow(d)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "参考资料：<p>\n",
    "https://biggerhao.github.io/blog/2018/02/PRML-1-88/ <p>\n",
    "https://github.com/lijin-THU/notes-machine-learning/blob/master/Pattern-Recognition-and-Machine-Learning/Appendix/Appendix-D-Calculus-of-Variations.ipynb<p>\n",
    "    https://zhuanlan.zhihu.com/p/20718489<p>\n",
    "        https://zhuanlan.zhihu.com/p/20727402<p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
